diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 66430d9ac..a7aa4c2fc 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -56,7 +56,7 @@ jobs:
       - name: "Validate Flow PHAR"
         run: |
           ./build/flow.phar --version
-          ./build/flow.phar run examples/topics/transformations/array_expand.php
+          ./build/flow.phar run examples/topics/phar/data_frame/code.php
 
       - name: Set up Docker Buildx
         uses: docker/setup-buildx-action@v3
diff --git a/examples/topics/cache/reading/code.php b/examples/topics/cache/reading/code.php
new file mode 100644
index 000000000..a5723f44b
--- /dev/null
+++ b/examples/topics/cache/reading/code.php
@@ -0,0 +1,64 @@
+<?php
+
+declare(strict_types=1);
+
+use function Flow\ETL\DSL\config_builder;
+use function Flow\ETL\DSL\df;
+use function Flow\ETL\DSL\from_cache;
+use function Flow\ETL\DSL\ref;
+use function Flow\ETL\DSL\to_output;
+use Flow\ETL\Adapter\Http\DynamicExtractor\NextRequestFactory;
+use Flow\ETL\Adapter\Http\PsrHttpClientDynamicExtractor;
+use Flow\ETL\Cache\PSRSimpleCache;
+use Http\Client\Curl\Client;
+use Nyholm\Psr7\Factory\Psr17Factory;
+use Psr\Http\Message\RequestInterface;
+use Psr\Http\Message\ResponseInterface;
+use Symfony\Component\Cache\Adapter\FilesystemAdapter;
+use Symfony\Component\Cache\Psr16Cache;
+
+require __DIR__ . '/../../../autoload.php';
+
+$factory = new Psr17Factory();
+$client = new Client($factory, $factory);
+
+$from_github_api = new PsrHttpClientDynamicExtractor($client, new class implements NextRequestFactory {
+    public function create(?ResponseInterface $previousResponse = null) : ?RequestInterface
+    {
+        $factory = new Psr17Factory();
+
+        if ($previousResponse === null) {
+            return $factory
+                ->createRequest('GET', 'https://api.github.com/orgs/flow-php')
+                ->withHeader('Accept', 'application/vnd.github.v3+json')
+                ->withHeader('User-Agent', 'flow-php/etl');
+        }
+
+        return null;
+    }
+});
+
+$adapter = new PSRSimpleCache(
+    new Psr16Cache(
+        new FilesystemAdapter(
+            directory: __DIR__ . '/output/cache'
+        )
+    )
+);
+
+df(config_builder()->cache($adapter))
+    ->read(
+        from_cache(
+            id: 'github_api',
+            fallback_extractor: $from_github_api
+        )
+    )
+    ->cache('github_api')
+    ->withEntry('unpacked', ref('response_body')->jsonDecode())
+    ->select('unpacked')
+    ->withEntry('unpacked', ref('unpacked')->unpack())
+    ->renameAll('unpacked.', '')
+    ->drop('unpacked')
+    ->select('name', 'html_url', 'blog', 'login', 'public_repos', 'followers', 'created_at')
+    ->write(to_output(false))
+    ->run();
diff --git a/examples/topics/cache/reading/output/.gitignore b/examples/topics/cache/reading/output/.gitignore
new file mode 100644
index 000000000..d6b7ef32c
--- /dev/null
+++ b/examples/topics/cache/reading/output/.gitignore
@@ -0,0 +1,2 @@
+*
+!.gitignore
diff --git a/examples/topics/phar/data_frame/code.php b/examples/topics/phar/data_frame/code.php
new file mode 100644
index 000000000..4b19e8163
--- /dev/null
+++ b/examples/topics/phar/data_frame/code.php
@@ -0,0 +1,23 @@
+<?php
+
+declare(strict_types=1);
+
+use function Flow\ETL\DSL\array_entry;
+use function Flow\ETL\DSL\array_expand;
+use function Flow\ETL\DSL\df;
+use function Flow\ETL\DSL\from_rows;
+use function Flow\ETL\DSL\int_entry;
+use function Flow\ETL\DSL\ref;
+use function Flow\ETL\DSL\row;
+use function Flow\ETL\DSL\rows;
+use function Flow\ETL\DSL\to_output;
+
+// flow.phar run examples/topics/phar/data_frame/code.php
+
+return df()
+    ->read(from_rows(rows(
+        row(int_entry('id', 1), array_entry('array', ['a' => 1, 'b' => 2, 'c' => 3])),
+    )))
+    ->write(to_output(false))
+    ->withEntry('expanded', array_expand(ref('array')))
+    ->write(to_output(false));
diff --git a/src/core/etl/src/Flow/ETL/Cache/PSRSimpleCache.php b/src/core/etl/src/Flow/ETL/Cache/PSRSimpleCache.php
index a2889232d..e14849317 100644
--- a/src/core/etl/src/Flow/ETL/Cache/PSRSimpleCache.php
+++ b/src/core/etl/src/Flow/ETL/Cache/PSRSimpleCache.php
@@ -21,7 +21,7 @@ public function __construct(
 
     public function add(string $id, Rows $rows) : void
     {
-        $rowsId = \uniqid($id, true);
+        $rowsId = $rows->hash();
 
         $this->addToIndex($id, $rowsId);
         $this->cache->set($rowsId, $this->serializer->serialize($rows), $this->ttl);
diff --git a/src/core/etl/src/Flow/ETL/Pipeline/CachingPipeline.php b/src/core/etl/src/Flow/ETL/Pipeline/CachingPipeline.php
index 1bcee29d0..3589bd29f 100644
--- a/src/core/etl/src/Flow/ETL/Pipeline/CachingPipeline.php
+++ b/src/core/etl/src/Flow/ETL/Pipeline/CachingPipeline.php
@@ -4,6 +4,7 @@
 
 namespace Flow\ETL\Pipeline;
 
+use function Flow\ETL\DSL\from_rows;
 use Flow\ETL\Extractor;
 use Flow\ETL\FlowContext;
 use Flow\ETL\Loader;
@@ -12,13 +13,16 @@
 
 final class CachingPipeline implements OverridingPipeline, Pipeline
 {
+    private readonly Pipeline $nextPipeline;
+
     public function __construct(private readonly Pipeline $pipeline, private readonly ?string $id = null)
     {
+        $this->nextPipeline = $this->pipeline->cleanCopy();
     }
 
     public function add(Loader|Transformer $pipe) : Pipeline
     {
-        $this->pipeline->add($pipe);
+        $this->nextPipeline->add($pipe);
 
         return $this;
     }
@@ -51,21 +55,33 @@ public function pipelines() : array
 
         $pipelines[] = $this->pipeline;
 
+        if ($this->nextPipeline instanceof OverridingPipeline) {
+            $pipelines = \array_merge($pipelines, $this->nextPipeline->pipelines());
+        }
+
+        $pipelines[] = $this->nextPipeline;
+
         return $pipelines;
     }
 
     public function pipes() : Pipes
     {
-        return $this->pipeline->pipes();
+        return $this->pipeline->pipes()->merge($this->nextPipeline->pipes());
     }
 
     public function process(FlowContext $context) : \Generator
     {
-        $context->config->cache()->clear($id = $this->id ?: $context->config->id());
+        $id = $this->id ?: $context->config->id();
+        $cacheExists = $context->config->cache()->has($id);
 
         foreach ($this->pipeline->process($context) as $rows) {
-            $context->config->cache()->add($id, $rows);
-            yield $rows;
+            if (!$cacheExists) {
+                $context->config->cache()->add($id, $rows);
+            }
+
+            foreach ($this->nextPipeline->setSource(from_rows($rows))->process($context) as $nextRows) {
+                yield $nextRows;
+            }
         }
     }
 
diff --git a/src/core/etl/tests/Flow/ETL/Tests/Double/CacheSpy.php b/src/core/etl/tests/Flow/ETL/Tests/Double/CacheSpy.php
index 0edd48740..0aa3e2637 100644
--- a/src/core/etl/tests/Flow/ETL/Tests/Double/CacheSpy.php
+++ b/src/core/etl/tests/Flow/ETL/Tests/Double/CacheSpy.php
@@ -45,7 +45,7 @@ public function clears() : int
 
     public function has(string $id) : bool
     {
-        if (!\array_key_exists($id, $this->reads)) {
+        if (\array_key_exists($id, $this->reads)) {
             return $this->reads[$id] > 0;
         }
 
diff --git a/src/core/etl/tests/Flow/ETL/Tests/Integration/DataFrame/CacheTest.php b/src/core/etl/tests/Flow/ETL/Tests/Integration/DataFrame/CacheTest.php
index 94282b3b1..cfc1f095d 100644
--- a/src/core/etl/tests/Flow/ETL/Tests/Integration/DataFrame/CacheTest.php
+++ b/src/core/etl/tests/Flow/ETL/Tests/Integration/DataFrame/CacheTest.php
@@ -2,6 +2,7 @@
 
 namespace Flow\ETL\Tests\Integration\DataFrame;
 
+use function Flow\ETL\DSL\config_builder;
 use function Flow\ETL\DSL\df;
 use function Flow\ETL\DSL\from_cache;
 use Flow\ETL\Cache\PSRSimpleCache;
@@ -27,16 +28,18 @@ public function test_cache() : void
 
     public function test_psr_cache() : void
     {
-        df(Config::builder()->cache($cache = new PSRSimpleCache(new Psr16Cache(new ArrayAdapter())))->build())
+        $adapter = new PSRSimpleCache(new Psr16Cache(new ArrayAdapter()));
+
+        df(config_builder()->cache($adapter)->build())
             ->read(new AllRowTypesFakeExtractor($rowsets = 20, $rows = 2))
             ->cache('test_etl_cache')
             ->run();
 
-        $cachedRows = df(Config::builder()->cache($cache)->build())->from(from_cache('test_etl_cache'))->fetch();
+        $cachedRows = df(Config::builder()->cache($adapter)->build())->from(from_cache('test_etl_cache'))->fetch();
 
         $this->assertCount($rowsets * $rows, $cachedRows);
 
-        $cache->clear('test_etl_cache');
-        $this->assertCount(0, \iterator_to_array($cache->read('test_etl_cache')));
+        $adapter->clear('test_etl_cache');
+        $this->assertCount(0, \iterator_to_array($adapter->read('test_etl_cache')));
     }
 }
diff --git a/src/core/etl/tests/Flow/ETL/Tests/Integration/DataFrame/SortTest.php b/src/core/etl/tests/Flow/ETL/Tests/Integration/DataFrame/SortTest.php
index 702642109..d786a99f4 100644
--- a/src/core/etl/tests/Flow/ETL/Tests/Integration/DataFrame/SortTest.php
+++ b/src/core/etl/tests/Flow/ETL/Tests/Integration/DataFrame/SortTest.php
@@ -38,7 +38,7 @@ public function test_etl_sort_at_disk_in_memory() : void
         // 50 tmp caches
         // 1 sorted cache
         // 1 extracted cache
-        $this->assertSame(53, $cacheSpy->clears());
+        $this->assertSame(52, $cacheSpy->clears());
     }
 
     public function test_etl_sort_by_in_memory() : void