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sidebar_position: 2
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# Ingest Data (New Format)

This is a demo of the new code snippet approach. Code examples are pulled from executable script files.

import Tabs from '@theme/Tabs';
import TabItem from '@theme/TabItem';
import CodeSnippet from '@site/src/components/CodeSnippet';

{/* Import raw source files */}
import retainPy from '!!raw-loader!@site/examples/api/retain.py';
import retainMjs from '!!raw-loader!@site/examples/api/retain.mjs';
import retainSh from '!!raw-loader!@site/examples/api/retain.sh';

:::tip How This Works
The code examples below are extracted from actual runnable script files in `examples/api/`.
When CI runs these scripts, it validates the documentation is correct.
:::

## Store a Single Memory

<Tabs>
<TabItem value="python" label="Python">
<CodeSnippet code={retainPy} section="retain-basic" language="python" />
</TabItem>
<TabItem value="node" label="Node.js">
<CodeSnippet code={retainMjs} section="retain-basic" language="javascript" />
</TabItem>
<TabItem value="cli" label="CLI">
<CodeSnippet code={retainSh} section="retain-basic" language="bash" />
</TabItem>
</Tabs>

## Store with Context

<Tabs>
<TabItem value="python" label="Python">
<CodeSnippet code={retainPy} section="retain-with-context" language="python" />
</TabItem>
<TabItem value="node" label="Node.js">
<CodeSnippet code={retainMjs} section="retain-with-context" language="javascript" />
</TabItem>
<TabItem value="cli" label="CLI">
<CodeSnippet code={retainSh} section="retain-with-context" language="bash" />
</TabItem>
</Tabs>

## Batch Ingestion

<Tabs>
<TabItem value="python" label="Python">
<CodeSnippet code={retainPy} section="retain-batch" language="python" />
</TabItem>
<TabItem value="node" label="Node.js">
<CodeSnippet code={retainMjs} section="retain-batch" language="javascript" />
</TabItem>
</Tabs>

## Async Ingestion

<Tabs>
<TabItem value="python" label="Python">
<CodeSnippet code={retainPy} section="retain-async" language="python" />
</TabItem>
<TabItem value="node" label="Node.js">
<CodeSnippet code={retainMjs} section="retain-async" language="javascript" />
</TabItem>
</Tabs>