<?xml version="1.0" encoding="UTF-8" ?><!-- generator=Zoho Sites --><rss version="2.0" xmlns:atom="http://www.w3.org/2005/Atom" xmlns:content="http://purl.org/rss/1.0/modules/content/"><channel><atom:link href="https://www.peoplewoo.com/blogs/tag/datapipeline/feed" rel="self" type="application/rss+xml"/><title>Peoplewoo - Blogs #DataPipeline</title><description>Peoplewoo - Blogs #DataPipeline</description><link>https://www.peoplewoo.com/blogs/tag/datapipeline</link><lastBuildDate>Mon, 25 May 2026 21:07:23 +0530</lastBuildDate><generator>http://zoho.com/sites/</generator><item><title><![CDATA[Data Streams, DLO & DMO in Data 360 | Peoplewoo Skills]]></title><link>https://www.peoplewoo.com/blogs/post/data-streams-dlo-dmo-in-data-360</link><description><![CDATA[What is Salesforce Marketing Cloud? Learn its features, benefits, and real-world applications in marketing automation and CRM with Peoplewoo Skills.]]></description><content:encoded><![CDATA[<div class="zpcontent-container blogpost-container "><div data-element-id="elm_OEaJ5ZUCR_KRTbHUsdB9jg" data-element-type="section" class="zpsection "><style type="text/css"></style><div class="zpcontainer-fluid zpcontainer"><div data-element-id="elm_pk6Hxt4USG2xiw17KmnZsA" data-element-type="row" class="zprow zprow-container zpalign-items- zpjustify-content- " data-equal-column=""><style type="text/css"></style><div data-element-id="elm_oOe1MGanROiOKqy3wUK6Gw" data-element-type="column" class="zpelem-col zpcol-12 zpcol-md-12 zpcol-sm-12 zpalign-self- "><style type="text/css"></style><div data-element-id="elm_9skhjt59SioBumPe3Vul9A" data-element-type="video" class="zpelement zpelem-video "><style type="text/css"> [data-element-id="elm_9skhjt59SioBumPe3Vul9A"].zpelem-video{ margin-block-start:27px; } @media (max-width: 767px) { [data-element-id="elm_9skhjt59SioBumPe3Vul9A"].zpelem-video iframe.zpvideo{ width:560px !important; height:315px !important; } } @media all and (min-width: 768px) and (max-width:991px){ [data-element-id="elm_9skhjt59SioBumPe3Vul9A"].zpelem-video iframe.zpvideo{ width:560px !important; height:315px !important; } } </style><div class="zpvideo-container zpiframe-align-center zpiframe-mobile-align-center zpiframe-tablet-align-center"><iframe class="zpvideo " width="550" height="300" src="https://www.youtube.com/embed/fx7C8KAjVqE?si=gfid_pdcw0xbafDG" frameborder="0" allowfullscreen></iframe></div>
</div><div data-element-id="elm_CbxlF4Lk-xO6g4pHBNhurA" data-element-type="text" class="zpelement zpelem-text "><style></style><div class="zptext zptext-align-left zptext-align-mobile-left zptext-align-tablet-left " data-editor="true"><header><h1>How Salesforce Data Cloud Works</h1><p>A simple breakdown of how data moves from isolated systems into a single, unified view.</p></header><h2><span style="color:rgb(20, 15, 59);font-family:Poppins, sans-serif;font-size:40px;font-weight:600;"><span style="font-size:20px;">Connecting the Source: DSOs and Data Streams</span></span></h2><main><main><main><p>Before Data Cloud can harmonize your data, it requires a secure ingestion pipeline to your external environments.</p><ul><li><strong>Data Source Objects (DSOs):</strong> These are the native objects residing inside your source systems—such as the <em>Lead</em>, <em>Contact</em>, or <em>Account</em> objects within Salesforce Sales Cloud.</li><li><strong>Data Streams:</strong> The actual functional connections established to transition data from your DSOs into Data Cloud. Data Streams seamlessly support both real-time integrations and batch uploads.</li></ul><p>To accelerate implementation, Salesforce offers pre-built <strong>Starter Bundles</strong> (e.g., Sales Cloud and Service Cloud bundles). Deploying these bundles automates the connection setup for standard enterprise objects, removing the need for manual configuration.</p><br/><h2><span style="font-size:20px;">Data Categorization: Profile vs. Engagement</span></h2><p>When connecting custom objects or external data lakes, Data Cloud requires you to categorize the incoming data schema. This taxonomy determines how data behaves during identity resolution workflows.</p><table border="1" cellpadding="12" cellspacing="0"><thead><tr><th>Category</th><th>Definition</th><th>Enterprise Examples</th></tr></thead><tbody><tr><td><strong>Profile</strong></td><td>Personally Identifiable Information (PII) defining who the customer is.</td><td>Leads, Contacts, Accounts (Names, Emails, Addresses)</td></tr><tr><td><strong>Engagement</strong></td><td>Behavioral tracking data detailing actions taken by the customer.</td><td>Email opens, link clicks, website visits, form downloads</td></tr><tr><td><strong>Other</strong></td><td>Supplementary data that does not strictly match Profile or Engagement schemas.</td><td>Product catalogs, support cases, operational logs</td></tr></tbody></table><br/><h2><span style="font-size:20px;">The Architecture: DLOs vs. DMOs</span></h2><p>The journey from raw data ingestion to standard data modeling relies on two foundational architecture components:</p><p> &nbsp;<strong>1. Source System / DSO (Raw Source)</strong><br/> &nbsp;↓ <em>Connected via Data Stream</em><br/> &nbsp;<strong>2. Data Lake Object / DLO (Physical Storage Container)</strong><br/> &nbsp;↓ <em>Standardized via Data Mapping</em><br/> &nbsp;<strong>3. Data Model Object / DMO (Unified Customer 360 Shape)</strong></p><br/><p>Creating a Data Stream automatically provisions a corresponding <strong>Data Lake Object (DLO)</strong>. The DLO serves as the exact physical storage container for your raw data inside Data Cloud. However, at this stage, the data is unstructured and unaligned with the broader ecosystem.</p><p>To make this information usable, fields from the DLO must be mapped directly to a <strong>Data Model Object (DMO)</strong>. DMOs are the standard semantic templates that comprise the global Customer 360 model.<br/></p><br/><h2>4. The Foundation of Unification: The Individual Object</h2><p>The single most critical DMO for true profile unification is the <strong>Individual</strong> object.</p><p>In complex multi-org enterprise environments, a single human being often exists under completely different unique keys across multiple systems. They might be tracked as a <code>Lead ID</code> in Sales Cloud, a converted <code>Contact ID</code> in a secondary business unit, and a <code>Subscriber Key</code> within Marketing Cloud.</p><p>By mapping every single profile-category data stream to the central <strong>Individual Object</strong>, you establish a universal anchor point. This mapping enables Data Cloud's Identity Resolution engines to successfully cross-reference disparate source records and consolidate them into one single, cohesive, and actionable customer profile.</p></main></main></main></div>
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