Adobe Real-Time Customer Data Platform

Hi Adobe community, Greetings!@_Manoj_Kumar_ @nnakirikanti @dhanesh04s @an1989 @renatoz28 @brekrut @ccg1706 @somen-sarkar @saswataghosh @NickMannion I had a doubt regarding a segment. The requirement was to build a segment of – “Investors who bounced from the website i.e., made no hits after the initial page view” preferably in last 90 days. And to verify this we know that Bounce rate is about 56% of the page view traffic. For this I went through two approaches –Approach A -  – Building a sequential audience where the first rule will determine Investors who have had a page view and then did not have any link click value/event. This sequence would happen in Last 90 days.   Approach B –  -  Building two audiences where 1st audience will be Investors who have had a page view event/value in last 90 days. -  2nd Audience will be Investors who have had a page view followed by having a link click event/value in last 90 days (Sequential Segment). -  3rd   Audience contains above two audiences

I have got following use-case with code base experience which I want to render using Web SDK. Use Tags (UI) for tagging. I sent specific surface when conditions are met  Its returned by the Adobe server What are the options in order to render? That one: https://experienceleague.adobe.com/en/docs/experience-platform/collection/use-cases/personalization/render-manual-propositions ?Second option is to send Send Event Complete in Tags and then render them manually using Custom Code 

Can the Marketo administrator set the permission for non-administrator accounts to view the personal information of database users? When non-administrator accounts view the database information, only partial information should be displayed. For example, when viewing Zhang San's email, only the encrypted email should be shown.

Real-Time CDP Collaboration Release Real-Time CDP Collaboration now supports CSV file upload as a new method for sourcing audiences, as well as new mobile match keys (IDFA and GAID) for enhanced audience matching and measurement.New featuresCSV upload for Audience Sourcing: Upload CSV files to source audiences into Collaboration directly from the UI. Ideal for onboarding first-party data for short-term collaboration projects.  Mobile Match Key Support: Collaboration now supports mobile match keys, including IDFA and GAID, for audience matching and measurement. These match keys are selected during account setup and can then be used when configuring connection settings for new connections and in downstream collaboration workflows.Please find the detailed information around the new functionalities here: Latest ReleaseFeel free to reach out in case you have any questions and/or feedback through the below comment section.

segmentmentsnapshot dataset and profilesnapshot dataset shows "last batch status" as disabled in dataset listing but shows “status” as success in dataset activity.When i check max last modified date by querying sengementsnapshot dataset (select max(_repo.modifyDate) from segmentdefinition_snapshot_export), it shows me of 02/06/2026.Please help to find why the “Last Batch Status” is disabled in dataset listing page, while it is success in dataset activity page. below are the screenshot for your reference. Dataset Listing: Dataset Activity: 

Is it possible to create edge & streming audience definitions using segment API? Its not confirmed in the documentation ..

I have got such an error while building Dev4 library. Does this mean that every resource which is already upstream has to be changed in order to build dev library? Its not possible to only update only one resource in Dev library?  

Any ideas what is the difference?  

I have got library on prod: Its not mapped to any environment - that says UI. Is it mapped automatically to Prod env? 

Assume that my Data Element is not found on a page - Web SDK would return error. There this functionality would prevent such a situation? Do you turn this on on your implementations?  

Hi I wanted to ask if there's a way to create an exclusion list of users in the CDP who are not activated to any available destinations. I know that I could create an exclusion list audience and apply a "not in this audience" rule for all audiences I create. But I just wanted to know if there's a better way to do that. I've seen that I can apply usage policies to audiences to prevent them from being exported. However, if the users from the labeled audience belong to another segment, nothing is going to prevent them from being exported to any destination. For this case, it would be more about excluding a group of users from being exported to any destination. ThanksRenato

Heading to Adobe Summit 2026 and focused on Real-Time CDP? Here’s a list of all Real-Time CDP labs and sessions in one place — including AI-powered activation, data collaboration, B2B use cases, architecture deep dives, and customer success stories.Use this to plan your schedule, discover must-attend sessions, and explore how Real-Time CDP is driving audience strategy, personalization, and measurable business impact across industries.  Session Description Speaker(s) Timing Session Type Accelerating Audiences: Powering Strategy with AI-Driven Activation [S506] How Real-Time CDP enables audience-driven engagement via unified data, real-time activation, and AI embedded in marketer workflows. Includes Audience Agent examples and governance considerations. Shelby Mansuri, Sr. Manager, Product Management, AdobeAlyssa Espiritu, Sr. Product Marketing Manager, Adobe Tue, Apr 21 – 11:30 AM–12:30 PM PDT In-person Adob

Live stream show details:Marketing and customer experience teams are under immense pressure to deliver faster, smarter, and with greater context. Enter Agentic AI, the breakthrough approach enabling teams to meet these demands.This exclusive session features an insightful Q&A session with Anjul Bhambhri, Senior Vice President of Adobe Experience Cloud. Discover Adobe’s journey and bold vision to provide innovative Agentic AI capabilities that empower marketing and creative practitioners to automate complex steps, accelerate decision-making, and expand their teams’ capacity without compromising control or oversight. Be inspired by early customer adoption success stories and learn how Adobe supports your onboarding and adoption process, giving you the confidence to embark on your own Agentic AI journey. Date: March 3rd, 2026Time: 9:00 am PTCan’t make it? Sign up anyway and we will send you the recording afterward. We hope to see you there!REGISTER NOW!

 Can you please let me know if there is an option to create an audience as batch evaluation and publish it, wait for the audience evaluation job to run, once it is evaluated one time, is there a way to stop further evaluation but still have the audience available for activation to destination, and use it in other audiences.  

I have got such a condition which checks if its product page.If I use it on the product page in web browser console it works. Data element looks at follows: Then in Rules condition looks at follows: Any idea why this does not work??

is there a way to maintain upsert count in OCM table without getting this information from source ? This is just to track how many time a record was having upsert from the upstream system. relation table has version description but it expect that value from the upstream system. any way it can maintain internally based on number of time that row was upsert ?

when we use DB viewer or any other external DB which uses AEP dataLake, the postgres credential expires in 24hr. is there a way to automatically refresh the credentials so that we dont have to reconfigure the query service connection in every 24hr?

We have a customer dataset and dataflow already set up. The data structure is set up to accommodate a one to one key-value pair; one key and one value such as gender (key) = male (value). We are looking to ingest data into RTCDP with a one-to-many relationship; i.e. one key with multiple values.Sample use case:We want to set up a key called “Products held”. There is no set number of products held for each customer. A customer could have 1 product held, or 10 or up to 100; it’s different for each customer.E.g.Customer001: products_held = product1; he has a single product held.Customer002: products_held = product5, product15, product23…and so on; he has 16 products held.Customer003: products_held = product4, product18, product30…and so on; he has 50 products held.I assume that we will need a new schema for this and perhaps a new dataset. Please advise as to how this can be set up. If there is documentation on this, please let me know.Thanks!

Hi all,is there a shortcut to the latest "profile_snapshot_export_” dataset name of the default merge policy?As I understand it, each merge policy gets a nightly snapshot dataset with a dynamically changing name. Now, to query this for instance in query templates, do you know of a simple way how to resolve this name for the (let's start simple) default merge policy?Like an alias or similar?Cheers

In the documentation its explained that we can use response tokens like that:https://experienceleague.adobe.com/en/docs/target-dev/developer/client-side/aep/accessing-response-tokensalloy("sendEvent", { renderDecisions: true, xdm: {} }).then(function(result) { if (result.propositions) { // Manually render propositions } });I want to use Response Tokens to sent them to GA4 about Target activity My rule with Page View looks as follows and the Activities created using VEC editor and rendered automatically Sending Event with XDM structureHow to apply propositions using Actions not the custom code? Or I am supposed to use separate rule with Send Event complete? 

In order to attach ECID to my XDM Event in Web SDK its advised to use this one:https://experienceleague.adobe.com/en/docs/experience-platform/collection/use-cases/identity/id-overview#retrieve-ecid-data-prepHow to add such a thing to to upload to datastream to mapping?? 

What is the difference? Should I set up Core and ECID in Tags in Identity Map? Should I put ECID into Identity Map if it should be retrieved through Data Collection?https://experienceleague.adobe.com/en/docs/experience-platform/collection/use-cases/identity/id-overview#retrieve-ecid

Since its launch in early 2025, Real-Time CDP Collaboration, Adobe’s easy-to use, interoperable, and privacy-centric solution has been enabling publishers to connect with thousands of advertisers at scale and power audience discovery, activation, and outcome-based campaign measurement. Capture incremental revenue and maximize advertiser value with Adobe. With signal loss and the focus on data privacy, reaching relevant audiences has become increasingly challenging for advertisers. This presents a unique opportunity for publishers to partner with advertisers and provide rich audience insights, new activation pathways, and measurement insights through privacy-centric data collaboration. But data collaboration solutions today can be hard to scale across advertisers, operationally inefficient, and difficult to use. There is a critical need to re-think data collaboration to unlock efficient commercialization and deliver advertiser value. Why Adobe Real-Time CDP Collaboration? Access to Top

Hi everyone,  Using AEP Query Service, we have created a derived dataset by joining selected fields from the Profile dataset and the Event dataset, along with performing deduplication. The resulting data is stored in a derived dataset, which we then export to cloud storage destinations such as SFTP or a data landing zone in Azure.How can we perform this export action incrementally using Data Distiller and dataset export in Destinations?Currently, we do not have the option to export dataset files in CSV format. Can this use case be achieved by using Audiences instead, and exporting the audience in CSV format? The solution should also support incremental export. Could someone help us with the best option to achieve this?Data distiller or using Audiences  Thanks!

When a new field is introduced in the event schema after it already been enabled for the profile and have the data ingested, how do we ingest the historical data for newly introduce field ? Some of the solution i could think of are, option1) One approach I am ware is create a new dataSet with primary key and new field, and then use that dataset to ingest both historical and incremental data. however this approach may not be scalable. if we introduce new field every quarter, then it would lead to multiple datasets.option2) Wipe out historical data from the dataset by deleting the batch which had ingested that historical data, and re-ingest the data with all attribute. this is time consuming, and can disturb existing prod setup. option3) use data distiller to backfill the historical data. can that be done technically as event based schema class doesnt support upsert? Are there any best recommended approach ?