@AlbertoGa8  check the API details to create tag https://experienceleague.adobe.com/en/docs/experience-platform/administrative-tags/api/tags#create-tag 

@LeadousEx  Check out import audience https://experienceleague.adobe.com/en/docs/experience-platform/segmentation/ui/audience-portal?lang=en#import-audience https://experienceleague.adobe.com/en/docs/journey-optimizer/using/audiences-profiles-identities/audiences/enrichment-attributes Import audienc...

@Sumanth_Venkate  Make sure that for the schema -   the primary key, identity and version descriptor are defined     And create a dataset using the schema and enable for “Orchestrated Campaigns”      

@KeironWratt  check the below response. The answer is yes to all your questions. The profile target dimension helps bridge  XDM Profile and Experience Event Schema data with Relational Model-based schema data. https://experienceleague.adobe.com/en/docs/journey-optimizer/using/campaigns/orchestrated-...

Adobe continues to evolve its marketing ecosystem by bringing together the best of Adobe Campaign and Adobe Journey Optimizer (AJO). This unification reflects Adobe’s long-term vision, to simplify marketer workflows, enhance real-time personalization, and deliver consistent experiences across every ...

@TapanSaikia  From Name and From Email are fetched only from the email channel configuration:https://experienceleague.adobe.com/en/docs/journey-optimizer-learn/tutorials/configuration/channel-configuration/email-channel/configure-email-channel  Neither the context object nor profile data is used for...

@TapanSaikia  Using type as AEP, one should be able to send transactional campaigns for both: Profiles already existing in AEP, and Profiles not existing in AEP (in this case, new recipients/customers will be created as profiles in AEP on the fly). I have not used the external option type, as type A...

@AlexandreSa8  Have you enabled dataset for lookup? Use “datasetLookup” helper function to personalize lookup schema attributes. Note :This feature is currently available to all customers as a limited availability release. To gain access, contact your Adobe representative. https://experienceleague.a...

@ASNeelima The detailed retry interval timing is not explicitly documented. Retries are generally not executed at uniform intervals. The system may apply varying strategies, possibly gradual or exponential , multiple immediate retries initially, followed by progressively longer intervals before each...

@PlabanDa1  The error indicates that the offer-activity ID and offer-placement ID are not available in the sandbox. Could you please cross-check if these IDs are available in Production?