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Posted to commits@sedona.apache.org by gi...@apache.org on 2026/06/20 01:31:46 UTC
(sedona-db) branch asf-site updated: Deployed 95f3ecf0b to latest-snapshot with MkDocs 1.6.1 and mike 2.2.0
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new 131410c7b Deployed 95f3ecf0b to latest-snapshot with MkDocs 1.6.1 and mike 2.2.0
131410c7b is described below
commit 131410c7b352d7f6734aff1788dae64336949de6
Author: GitHub Actions <ac...@github.com>
AuthorDate: Sat Jun 20 01:31:41 2026 +0000
Deployed 95f3ecf0b to latest-snapshot with MkDocs 1.6.1 and mike 2.2.0
---
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+ <a href="../working-with-zarr-ndarray-sedonadb/" class="md-nav__link">
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+ Working with Zarr and NDArray data in SedonaDB
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diff --git a/latest-snapshot/index.html b/latest-snapshot/reference/python-zarr/index.html
similarity index 76%
copy from latest-snapshot/index.html
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--- a/latest-snapshot/index.html
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- <link rel="next" href="quickstart-python/">
+
+ <link rel="next" href="../sql/">
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+ <link rel="icon" href="../../image/sedona_logo_symbol.png">
<meta name="generator" content="mkdocs-1.6.1, mkdocs-material-9.7.6">
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+ <link rel="stylesheet" href="../../assets/stylesheets/main.484c7ddc.min.css">
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</label>
<!-- Link to home -->
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+ <a href="../.." title="Apache Sedona" class="header-logo" aria-label="Apache Sedona" data-md-component="logo">
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+
+ Zarr Extension (Python)
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+
+
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+
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+
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+ <span class="md-ellipsis">
+
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+ Working with Zarr and NDArray data in SedonaDB
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- Architecture
-
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+ <a href="#sedonadb_zarr.ZarrExtension" class="md-nav__link">
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- Key features
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</span>
</a>
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</li>
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- <a href="#performance-benchmarks" class="md-nav__link">
+ <a href="#sedonadb_zarr.Zarr" class="md-nav__link">
<span class="md-ellipsis">
- Performance Benchmarks
+ <code class="doc-symbol doc-symbol-toc doc-symbol-class"></code> Zarr
</span>
</a>
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-
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- <a href="#install-sedonadb" class="md-nav__link">
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-
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- </a>
-
-</li>
-
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+ <nav class="md-nav" aria-label=" Zarr">
+ <ul class="md-nav__list">
+
+ <li class="md-nav__item">
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</a>
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- <a href="#have-questions" class="md-nav__link">
- <span class="md-ellipsis">
-
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-
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+
+ </ul>
+ </nav>
</li>
@@ -1712,7 +1724,7 @@
- <a href="https://github.com/apache/sedona-db/blob/main/docs/index.md" title="Edit this page" class="md-content__button md-icon" rel="edit">
+ <a href="https://github.com/apache/sedona-db/blob/main/docs/reference/python-zarr.md" title="Edit this page" class="md-content__button md-icon" rel="edit">
<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M10 20H6V4h7v5h5v3.1l2-2V8l-6-6H6c-1.1 0-2 .9-2 2v16c0 1.1.9 2 2 2h4zm10.2-7c.1 0 .3.1.4.2l1.3 1.3c.2.2.2.6 0 .8l-1 1-2.1-2.1 1-1c.1-.1.2-.2.4-.2m0 3.9L14.1 23H12v-2.1l6.1-6.1z"></path></svg>
</a>
@@ -1720,8 +1732,6 @@
- <h1>Home</h1>
-
<!---
Licensed to the Apache Software Foundation (ASF) under one
or more contributor license agreements. See the NOTICE file
@@ -1739,91 +1749,162 @@
KIND, either express or implied. See the License for the
specific language governing permissions and limitations
under the License.
---><p>SedonaDB is an open-source single-node analytical database engine with <strong>geospatial as a first-class citizen</strong>. It aims to deliver the fastest spatial analytics query speed and the most comprehensive function coverage available.</p>
-<p>SedonaDB is perfect for processing smaller to medium datasets on local machines or cloud instances. For distributed workloads, you can leverage the power of SedonaSpark, SedonaFlink, or SedonaSnow.</p>
-<h2 id="architecture">Architecture<a class="headerlink" href="#architecture" title="Permanent link">¶</a></h2>
-<p><a class="glightbox" data-type="image" data-width="100%" data-height="auto" href="image/sedonadb-architecture.svg" data-desc-position="bottom"><img alt="SedonaDB Architecture" src="image/sedonadb-architecture.svg"></a></p>
-<ul>
-<li>
-<p><strong>Columnar in-memory datasets</strong></p>
-<ul>
-<li>Spatial indexing</li>
-<li>Spatial statistics</li>
-<li>CRS tracking</li>
-<li>Arrow format and zero serialization overhead</li>
-</ul>
-</li>
-<li>
-<p><strong>Spatial query optimization</strong></p>
-<ul>
-<li>Spatial-aware heuristic based optimization</li>
-<li>Spatial-aware cost based optimization</li>
-<li>Automatic disk spilling for large-scale spatial joins</li>
-</ul>
-</li>
-<li>
-<p><strong>Spatial query processing</strong></p>
-<ul>
-<li>Spatial range query, KNN query, spatial join query, KNN join query</li>
-<li>Map algebra, NDVI, mask, zonal statistics</li>
-</ul>
-</li>
-</ul>
-<p>Raster functions are coming soon. We expect SedonaDB Raster will match all raster functions provided in <a href="https://sedona.apache.org/latest/api/sql/Raster-operators/">SedonaSpark</a>.</p>
-<h2 id="key-features">Key features<a class="headerlink" href="#key-features" title="Permanent link">¶</a></h2>
-<p>SedonaDB has several advantages:</p>
-<ul>
-<li><strong>🚀 High Performance:</strong> Built in Rust for exceptional speed and memory efficiency</li>
-<li><strong>🗺️ Comprehensive Spatial Toolkit:</strong> Supports both vector and raster functions in a single library</li>
-<li><strong>🌍 CRS Propagation:</strong> Always maintains coordinate reference system information</li>
-<li><strong>📁 Format Flexibility:</strong> Supports legacy and modern file formats including GeoParquet, Shapefile, GeoJSON</li>
-<li><strong>⚡ Dual APIs:</strong> Python and SQL interfaces for seamless workflow integration</li>
-<li><strong>🔧 Extensible:</strong> Easily customizable and extensible architecture</li>
-<li><strong>🔗 Ecosystem Integration:</strong> Interoperable with PyArrow-compatible libraries like GeoPandas, DuckDB, and Polars</li>
-</ul>
-<h2 id="performance-benchmarks">Performance Benchmarks<a class="headerlink" href="#performance-benchmarks" title="Permanent link">¶</a></h2>
-<p>This is a performance benchmark comparing SedonaDB 0.1.0, DuckDB 1.4.0, and GeoPandas 1.1.1 using SpatialBench Queries 1-12 at Scale Factors 1 and 10. Details can be found at <a href="https://sedona.apache.org/spatialbench/single-node-benchmarks/">Apache Sedona SpatialBench</a>.</p>
-<div align="center">
- <a class="glightbox" data-type="image" data-width="100%" data-height="auto" href="image/sf1-09242025.png" data-desc-position="bottom"><img src="image/sf1-09242025.png" alt="SF1 Benchmark Results" width="45%"></a>
- <a class="glightbox" data-type="image" data-width="100%" data-height="auto" href="image/sf10-09242025.png" data-desc-position="bottom"><img src="image/sf10-09242025.png" alt="SF10 Benchmark Results" width="45%"></a>
-</div>
+--><h1 id="zarr-extension-python-api-reference">Zarr Extension (Python) API Reference<a class="headerlink" href="#zarr-extension-python-api-reference" title="Permanent link">¶</a></h1>
+<p><code>sedonadb-zarr</code> reads <a href="https://zarr.dev/">Zarr</a> groups into the SedonaDB
+raster type. Install it alongside SedonaDB, register the extension on your
+connection, and read a group through its format spec:</p>
+<div class="highlight"><pre><span></span><code><span class="kn">import</span><span class="w"> </span><span class="nn">sedona.db</span>
+<span class="kn">import</span><span class="w"> </span><span class="nn">sedonadb_zarr</span>
-<h2 id="install-sedonadb">Install SedonaDB<a class="headerlink" href="#install-sedonadb" title="Permanent link">¶</a></h2>
-<p>Here's how to install SedonaDB with various build tools:</p>
-<div class="tabbed-set tabbed-alternate" data-tabs="1:2"><input checked="checked" id="__tabbed_1_1" name="__tabbed_1" type="radio"><input id="__tabbed_1_2" name="__tabbed_1" type="radio"><div class="tabbed-labels"><label for="__tabbed_1_1">pip</label><label for="__tabbed_1_2">R</label></div>
-<div class="tabbed-content">
-<div class="tabbed-block">
-<div class="highlight"><pre><span></span><code>pip<span class="w"> </span>install<span class="w"> </span><span class="s2">"apache-sedona[db]"</span>
+<span class="n">sd</span> <span class="o">=</span> <span class="n">sedona</span><span class="o">.</span><span class="n">db</span><span class="o">.</span><span class="n">connect</span><span class="p">()</span>
+<span class="n">sd</span><span class="o">.</span><span class="n">register</span><span class="p">(</span><span class="n">sedonadb_zarr</span><span class="o">.</span><span class="n">ZarrExtension</span><span class="p">())</span>
+<span class="n">sd</span><span class="o">.</span><span class="n">read</span><span class="p">(</span><span class="s2">"file:///path/to/foo.zarr"</span><span class="p">)</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
</code></pre></div>
-</div>
-<div class="tabbed-block">
-<div class="highlight"><pre><span></span><code><span class="nf">install.packages</span><span class="p">(</span><span class="s">"sedonadb"</span><span class="p">,</span><span class="w"> </span><span class="n">repos</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="s">"https://community.r-multiverse.org"</span><span class="p">)</span>
+<p>For an end-to-end walkthrough, see
+<a href="../../working-with-zarr-ndarray-sedonadb/">Working with Zarr and NDArray data in SedonaDB</a>.</p>
+
+
+<div class="doc doc-object doc-class">
+
+
+
+<h2 id="sedonadb_zarr.ZarrExtension" class="doc doc-heading">
+ <span class="doc doc-object-name doc-class-name">sedonadb_zarr.ZarrExtension</span>
+
+
+<a href="#sedonadb_zarr.ZarrExtension" class="headerlink" title="Permanent link">¶</a></h2>
+
+
+ <div class="doc doc-contents first">
+
+
+
+ <p>SedonaDB Zarr extension entrypoint</p>
+<p>This interface enables registration of Zarr components with a Python
+SedonaContext.</p>
+
+
+<p><span class="doc-section-title">Examples:</span></p>
+ <div class="highlight"><pre><span></span><code><span class="gp">>>> </span><span class="kn">from</span><span class="w"> </span><span class="nn">sedonadb_zarr</span><span class="w"> </span><span class="kn">import</span> <span class="n">ZarrExtension</span>
+<span class="gp">>>> </span><span class="n">sd</span> <span class="o">=</span> <span class="n">sedona</span><span class="o">.</span><span class="n">db</span><span class="o">.</span><span class="n">connect</span><span class="p">()</span>
+<span class="gp">>>> </span><span class="n">sd</span><span class="o">.</span><span class="n">register</span><span class="p">(</span><span class="n">ZarrExtension</span><span class="p">())</span>
</code></pre></div>
+
+
+
+
+
+
+
+
+
+
+
+<div class="doc doc-children">
+
+
+
+
+
+
+
+
+
+
+
+
+ </div>
+
+ </div>
+
</div>
-</div>
-</div>
-<h2 id="run-a-query">Run a query<a class="headerlink" href="#run-a-query" title="Permanent link">¶</a></h2>
-<p>SedonaDB offers a flexible query interface.</p>
-<div class="tabbed-set tabbed-alternate" data-tabs="2:2"><input checked="checked" id="__tabbed_2_1" name="__tabbed_2" type="radio"><input id="__tabbed_2_2" name="__tabbed_2" type="radio"><div class="tabbed-labels"><label for="__tabbed_2_1">Python</label><label for="__tabbed_2_2">R</label></div>
-<div class="tabbed-content">
-<div class="tabbed-block">
-<div class="highlight"><pre><span></span><code><span class="kn">import</span><span class="w"> </span><span class="nn">sedona.db</span>
-<span class="n">sd</span> <span class="o">=</span> <span class="n">sedona</span><span class="o">.</span><span class="n">db</span><span class="o">.</span><span class="n">connect</span><span class="p">()</span>
-<span class="n">sd</span><span class="o">.</span><span class="n">sql</span><span class="p">(</span><span class="s2">"SELECT ST_Point(0, 1) as geom"</span><span class="p">)</span>
+<div class="doc doc-object doc-class">
+
+
+
+<h2 id="sedonadb_zarr.Zarr" class="doc doc-heading">
+ <span class="doc doc-object-name doc-class-name">sedonadb_zarr.Zarr</span>
+
+
+<a href="#sedonadb_zarr.Zarr" class="headerlink" title="Permanent link">¶</a></h2>
+
+
+ <div class="doc doc-contents first">
+ <p class="doc doc-class-bases">
+ Bases: <code><span title="sedonadb.datasource.ExternalFormatSpec">ExternalFormatSpec</span></code></p>
+
+
+
+ <p><code>ExternalFormatSpec</code> for Zarr groups.</p>
+<p>This is registered automatically when registering the module with a
+SedonaContext. Use with <code>sd.read(uri, format=Zarr())</code> or format="zarr"
+after registering the extension:</p>
+<div class="highlight"><pre><span></span><code><span class="n">sd</span><span class="o">.</span><span class="n">read</span><span class="p">(</span><span class="s2">"file:///path/to/foo.zarr"</span><span class="p">,</span> <span class="nb">format</span><span class="o">=</span><span class="s2">"zarr"</span><span class="p">)</span>
</code></pre></div>
-</div>
-<div class="tabbed-block">
-<div class="highlight"><pre><span></span><code><span class="nf">library</span><span class="p">(</span><span class="n">sedonadb</span><span class="p">)</span>
-<span class="nf">sd_sql</span><span class="p">(</span><span class="s">"SELECT ST_Point(0, 1) as geom"</span><span class="p">)</span>
+
+<p><span class="doc-section-title">Parameters:</span></p>
+ <ul>
+ <li class="doc-section-item field-body">
+ <b><code>options</code></b>
+ (<code><a class="autorefs autorefs-external" title="typing.Optional" href="https://docs.python.org/3/library/typing.html#typing.Optional">Optional</a>[<a class="autorefs autorefs-external" title="typing.Mapping" href="https://docs.python.org/3/library/typing.html#typing.Mapping">Mapping</a>[<a class="autorefs autorefs-external" href="https://docs.python.org/3/library/stdtypes.html#str">str</a>, <a class="autorefs autorefs-external" title="typing.Any" href="https://docs.pyth [...]
+ <code>None</code>
+)
+ –
+ <div class="doc-md-description">
+ <p>Supported options include
+- <code>arrays</code> (<code>list[str]</code>) — explicit subset of group arrays to read.</p>
+ </div>
+ </li>
+ </ul>
+
+
+
+
+
+
+
+
+
+
+
+<div class="doc doc-children">
+
+
+
+
+
+
+
+
+
+
+<div class="doc doc-object doc-function">
+
+
+<h3 id="sedonadb_zarr.Zarr.with_options" class="doc doc-heading">
+ <span class="doc doc-object-name doc-function-name">with_options</span>
+
+
+<a href="#sedonadb_zarr.Zarr.with_options" class="headerlink" title="Permanent link">¶</a></h3>
+<div class="doc-signature highlight"><pre><span></span><code><span class="nf">with_options</span><span class="p">(</span><span class="n">options</span><span class="p">:</span> <span class="n"><a class="autorefs autorefs-external" title="typing.Mapping" href="https://docs.python.org/3/library/typing.html#typing.Mapping">Mapping</a></span><span class="p">[</span><span class="n"><a class="autorefs autorefs-external" href="https://docs.python.org/3/library/stdtypes.html#str">str</a></span><s [...]
</code></pre></div>
+
+ <div class="doc doc-contents ">
+
+
+ </div>
+
</div>
+
+
+
+ </div>
+
+ </div>
+
</div>
-</div>
-<h2 id="have-questions">Have questions?<a class="headerlink" href="#have-questions" title="Permanent link">¶</a></h2>
-<p>Start a <a href="https://github.com/apache/sedona/discussions">GitHub Discussion</a> or join the <a href="https://discord.com/invite/9A3k5dEBsY">Discord community</a> and ask the developers any questions you may have.</p>
-<p>We look forward to collaborating with you!</p>
@@ -1844,7 +1925,7 @@
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- <span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-datetime" title="March 17, 2026 08:25:58 UTC">March 17, 2026 08:25:58</span>
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</span>
@@ -1879,7 +1960,7 @@
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<div class="col-left">
- <img src="image/footer/logo-footer.svg" alt="" class="footer-logo">
+ <img src="../../image/footer/logo-footer.svg" alt="" class="footer-logo">
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@@ -1953,10 +2034,10 @@
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- <script src="assets/javascripts/bundle.79ae519e.min.js"></script>
+ <script src="../../assets/javascripts/bundle.79ae519e.min.js"></script>
diff --git a/latest-snapshot/reference/python/index.html b/latest-snapshot/reference/python/index.html
index 59fecb240..793b0c09c 100644
--- a/latest-snapshot/reference/python/index.html
+++ b/latest-snapshot/reference/python/index.html
@@ -13,7 +13,7 @@
<link rel="prev" href="../../gpu-acceleration/">
- <link rel="next" href="../sql/">
+ <link rel="next" href="../python-zarr/">
@@ -1419,6 +1419,34 @@
+ <li class="md-nav__item">
+ <a href="../python-zarr/" class="md-nav__link">
+
+
+
+ <span class="md-ellipsis">
+
+
+ Zarr Extension (Python)
+
+
+
+ </span>
+
+
+
+ </a>
+ </li>
+
+
+
+
+
+
+
+
+
+
<li class="md-nav__item">
<a href="../sql/" class="md-nav__link">
@@ -1728,6 +1756,34 @@
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+
+
+
+
+
+ <li class="md-nav__item">
+ <a href="../../working-with-zarr-ndarray-sedonadb/" class="md-nav__link">
+
+
+
+ <span class="md-ellipsis">
+
+
+ Working with Zarr and NDArray data in SedonaDB
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+
+
+ </a>
+ </li>
+
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</nav>
diff --git a/latest-snapshot/reference/sql-joins/index.html b/latest-snapshot/reference/sql-joins/index.html
index 3d19798ff..2ae67943b 100644
--- a/latest-snapshot/reference/sql-joins/index.html
+++ b/latest-snapshot/reference/sql-joins/index.html
@@ -924,6 +924,34 @@
+ <li class="md-nav__item">
+ <a href="../python-zarr/" class="md-nav__link">
+
+
+
+ <span class="md-ellipsis">
+
+
+ Zarr Extension (Python)
+
+
+
+ </span>
+
+
+
+ </a>
+ </li>
+
+
+
+
+
+
+
+
+
+
<li class="md-nav__item">
<a href="../sql/" class="md-nav__link">
@@ -1347,6 +1375,34 @@
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+ <li class="md-nav__item">
+ <a href="../../working-with-zarr-ndarray-sedonadb/" class="md-nav__link">
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diff --git a/latest-snapshot/reference/sql/__pycache__/_matplotlib_defaults.cpython-314.pyc b/latest-snapshot/reference/sql/__pycache__/_matplotlib_defaults.cpython-314.pyc
index b6b43da8c..b6f8eb415 100644
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index 0fbb05099..c96b50de4 100644
--- a/latest-snapshot/reference/sql/index.html
+++ b/latest-snapshot/reference/sql/index.html
@@ -10,7 +10,7 @@
<link rel="canonical" href="https://sedona.apache.org/sedonadb/latest/reference/sql/">
- <link rel="prev" href="../python/">
+ <link rel="prev" href="../python-zarr/">
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@@ -922,6 +922,34 @@
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+
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+ <span class="md-ellipsis">
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+
+
+ </span>
+
+
+
+ </a>
+ </li>
+
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@@ -4780,6 +4808,34 @@
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+ <li class="md-nav__item">
+ <a href="../../working-with-zarr-ndarray-sedonadb/" class="md-nav__link">
+
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+
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+ </span>
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+
+
+ </a>
+ </li>
+
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+
</ul>
</nav>
@@ -9382,7 +9438,7 @@ box.</p>
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+ <span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-datetime" title="June 20, 2026 01:31:28 UTC">June 20, 2026 01:31:28</span>
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diff --git a/latest-snapshot/reference/sql/rs_bandnodatavalue/index.html b/latest-snapshot/reference/sql/rs_bandnodatavalue/index.html
index 81bcca3f5..847faa552 100644
--- a/latest-snapshot/reference/sql/rs_bandnodatavalue/index.html
+++ b/latest-snapshot/reference/sql/rs_bandnodatavalue/index.html
@@ -905,6 +905,34 @@
+ <li class="md-nav__item">
+ <a href="../../python-zarr/" class="md-nav__link">
+
+
+
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+ Working with Zarr and NDArray data in SedonaDB
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+ <a href="../../../working-with-zarr-ndarray-sedonadb/" class="md-nav__link">
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+ <a href="../../python-zarr/" class="md-nav__link">
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+ <a href="../../../working-with-zarr-ndarray-sedonadb/" class="md-nav__link">
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+
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+ <a href="../../../working-with-zarr-ndarray-sedonadb/" class="md-nav__link">
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@@ -905,6 +905,34 @@
+ <li class="md-nav__item">
+ <a href="../../python-zarr/" class="md-nav__link">
+
+
+
+ <span class="md-ellipsis">
+
+
+ Zarr Extension (Python)
+
+
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+
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+
+
+
+
+
+
+
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<a href="../" class="md-nav__link">
@@ -1211,6 +1239,34 @@
+
+
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