Frequently Asked Questions
Data 360Are there any rates published around records per second for data 360 ingestion?I haven't found anything, and the only relevant note may be the disclaimer metnioined on the real-time ingestion docs: - Actual performance can vary based on your source system,…Data 360What are the main uses cases for Data Cloud?See a nice updated list of use cases and customer stories here. Also see the Cumulus Financial Service Agent and Agentic RAG examples. Given the complexity of RAG, I recommend…Data 360Where can I get some hands-on experience?Hands-On Workshops and Events Salesforce Events Agentic Enterprise Solutions Trailhead Content and Community Cert-focused Data Cloud Trail All Trailhead Data Cloud Projects Data…Data 360What are some open-source CDPs (Customer Data Platforms)?Rudderstack Snowplow Apache Unomi Zingg DinMo Jitsu Tracardi TreasuredataData 360How do I read Salesforce architectural models?See https://architect.salesforce.com/diagrams/framework/data-model-notationData 360What technologies are used in the Data Cloud architecture?Apache Parquet Columnar storage file format Apache Iceberg Table format Apache Airflow Segmentation workflow Apache Spark Analytics and ML Trino/PrestoSQL Distributed SQL AWS S3…Data 360How does Data Cloud licensing work?Data 360 Main Pricing Page Data 360 Billable Usage Types Data 360 Standard Editions and Licenses Data 360 Limits and Guidelines Data 360 (and Agentforce) Rates Digital Wallet for…Data 360Data Warehouse vs. Lake vs. Lakehouse?Data Warehouse (1986, IBM): a massive, structured store of enterprise data. Uses “schema on write” with ETL. Can become a data silo as data is hard to unify due to strict schemas…Data 360What's the difference between normalized and denormalized data?Normalized Data ⇒ Smaller, focused tables. Optimal for quick writes and storage, but query performance may suffer as it requires more JOINs. Great for OLTP (online transaction…Data 360Does Data Cloud store the ingested data?Yes, in the DLOs (unless using Zero Copy aka “Data Federation” without Acceleration): DLOs are typed, schema-based, materialized views that reside in storage containers in the…Data 360What is Zero Copy / Data Federation?Start with reading this High-level marketing page and watching this Dreamforce '25 Talk (Zero Copy topic starts from 5:30) Watch this Zero Copy with Snowflake codeLive Session…Data 360What effect do matching rules have on Consolidation Rate?The number of identity resolution matching rules is proportional to the consolidation rate. A low consolidation rate could indicate a lack of duplicates in the source data. The…Data 360What’s the difference between single Org Data Cloud and multi-org Data Cloud deployments? What about Data Cloud One?Data Cloud in existing org (single LOB, single Org) Data Cloud in standalone org (multi LOB, multi Org) Data Cloud One → simplifies connectivity for multi-Org by not only pulling…Data 360What happens if you try to delete a data stream?You'll likely get the following error: "" - You cannot delete data streams that are processing, are in the process of deleting, or the associated data lake object have mappings to…Data 360How do I use household for Identity ResolutionCheck out this great blogData 360How to perform A/B testing for marketing campaigns?Nested Segments: The concept of nested segments could be relevant here. You could create a base segment and then derive variations from it, modifying specific attributes or…Data 360What permissions sets exist in Data Cloud?System Administrator To manage and assign users in Setup and access Data Cloud Setup, you must have a System Administrator user profile or permissions that grant access to…Data 360What permissions sets are necessary for Data Cloud Setup?System Administrator. However, it could be useful to add Data Cloud Admin or Data Cloud Marketing Admin so that you can use the same account for accessing Data Cloud after setup.Data 360What's the difference between customer Data Deletion requests using Consent API and 'Right to Be Forgotten' (RTBF) requests?Consent API requests are real-time, while RTBF requests have a 24-hour delay (though it can be run immediately upon request). Data Deletion requests via Consent API are…Data 360What kinds of analytics are offered by Data Cloud?Just existing reports and dashboards in Salesforce with access to Data Cloud objects, or connections with Tableau or MuleSoft to make available to PowerBI, etc.Data 360What’s the difference between harmonization and unification?A great quote from Andres Perez: Harmonizing is putting all the data from a wide range of source systems with different schemas into a single schema provided by Data Cloud named…Data 360Are there any tools to help build Data Dictionaries or ERDs?Yeah, check https://datatoolspro.com/. By the way, the data discovery phase is really important! It should take about 70% of the project timeline.Data 360Can we perform batch transformations using python (Code extensions)?Yes, with custom scripts you can write your own custom python scripts for performing transformations. You can also run custom functions as part of the search index pipeline, where…Data 360Is it possible to use Person Accounts in Data Cloud?Yes! See this quip writeup.Data 360Why would two completely different individuals have the same `Party Identification` record, such as `Motor Club Membership`?Maybe they share a vehicle, membership, residence, or contact point (e.g. address, email, phone, etc.)?Data 360Why are some records missing from my segment or activation?Engagement data is time-based, and the event dates might fall outside the default lookback window (90 days). Try increasing the lookback window (released November 2024) under…Data 360How can I view the details of my segment data?In Data Cloud, click Data Explorer . From the Object dropdown list, select Data Model Object . Select the DMO that you’re segmenting on (for example, Individual - Latest ), and…Data 360What are those KQ values and why do I need them?They are Key Qualifiers, and they are used for ensuring that a primary key is unique across all data sources.Data 360Can we directly query the data in Data Cloud?Yes! Here’s a guide for accessing it with the graphical DBeaver client.Data 360What is the `PR_` DLO that gets created sometimes?It’s a Problem Records DLO, released in late 2024. These could be created due to deleting and recreating a Data Stream, or because some records could not be ingested. More info…Data 360Can I modify ingestion schedules?It depends on the connector. For example, you can set the schedule for the Amazon S3 connector but the schedule is fixed for the Salesforce CRM connector.Data 360Can you provide some examples of using Apex with Data Cloud?Sure, check these out! Salesforce Blog (Unlocking the Power of Data Cloud With Apex - part 1) Data Cloud Decoded SeriesData 360Is more than one connection supported for Marketing Cloud?Yes! (as of Spring '25 Release)! It’s also suggested to integrate with multiple Marketing Clouds for Multi-brand Management.Data 360How can I view and track my Data Cloud Credit Consumption?Use Digital Wallet. You can also predict usage using the new official credit calculator.Data 360What are those extra system fields on Data 360 DLOs?Data 360 adds fields to a data object to capture data source details. Data Source: A reference ID for the logical name referring to the source of records, also identified as the…Data 360Why does the primary key for Data Cloud objects need to be immutable?The most important reason is because a PK is the foundation of a FK relationship. If the PK is mutable, there’s a greater chance of dealing with duplicate records.Data 360How can you identify your Data Cloud region?Data Cloud Setup Your Home Org Details Home Org InstanceData 360What are some of Data Cloud’s new governance capabilities?See documentation. There’s a great marketing demo here. AI tagging and classification - also here. Policies - great Support for 3rd party governance tool integrations: - Import…Data 360Why do we have a extra record processed in the DLO?There is no documentation around this, but one theory is that there is some kind of placeholder record in the target DLO of the data stream until the DLO is populated by data…Data 360What support is there for composite keys / compound keys in Data Cloud?Create formula fields that concatenate the desired fields, then select that new formula field as the data stream’s DLO primary key. There is a nice example here.Data 360Any resources for tag management for web app data ingestion in Data Cloud?There’s a help article that describes GTM integration, and here’s a GTM Template andData 360What are Identity resolution ruleset IDs for?They allow you to uniquely identify the unified profiles created by the ruleset, which is especially useful when testing new ruleset configurations, or if wishing to use multiple…Data 360Does Identity Resolution only run incrementally? Can ruleset runs be triggered any time? Does the Unified Individual ID change on each run?ID ruleset jobs can be set to run automatically (default) in the UI, in which case they run at different intervals on different data, depending on the ingestion source. However,…Data 360Does Data Cloud run on Hyperforce?Yes.Data 360Does Data Cloud have Governor limits like Salesforce?While they are not called “governor limits”, the same types of limitations apply (such as maximum file sizes, maximum number of records returned by a query, etc.) and are…Data 360How can I get started working with the various Data Cloud APIs?Check out this Salesforce Developer page, which includes a Postman collection and tutorial video!Data 360What are some queries that I can use to investigate my Identity Resolution results?Check out these new queries from official docs!Data 360How do Data 360 sandboxes work?Overview This blog is a great overview on how Data Cloud sandboxes work, and this is a helpful webinar. Here's a great technical blog on sandbox best practices in a multi-org…Data 360Is it possible to get alerted on ingestion errors, etc?Check out Salesforce Labs’ Data Cloud Error Handling and Notification Framework on AppExchange. Note that it is not exposing anything not available through Lightning UI, but it is…Data 360I don’t see a certain DMO available for selection from the mapping screen! What’s up?There could be a number of reasons, but one common reason is a mismatch of data category. Profile and Other type DLOs can be mapped to Profile and Other (i.e. you can mix and…Data 360Are there any guides from Salesforce that lay out best practices for Ingesting, etc.?There are the Implementation Guides, but they are not very detailed or opinionated. https://help.salesforce.com/s/articleView?id=data.c360 a imp guides.htm&type=5`Data 360Videos on Data Cloud Mobile, Web, and Ingestion API integrationhttps://www.youtube.com/watch?v=RBoZttNP0ZA&pp=ygUVZGF0YSBjbG91ZCBtb2JpbGUgc2Rr https://www.youtube.com/watch?v=HtNLQdsQECk&pp=ygUVZGF0YSBjbG91ZCBtb2JpbGUgc2Rr…Data 360How can you integrate between Salesforce Data Cloud and CRM Analytics?Query Data Cloud with Direct Data for Data Cloud - Salesforce DocsData 360What techniques are available for managing duplicate records in Salesforce CRM?Manage Duplicate Records - Salesforce Docs Duplicate Management Trailhead Complete Guide to Salesforce Duplicate Rules - SF BenData 360Is there any way to do partial refresh on batch transformation?Batch data transforms that meet specified criteria now process only the most recent changes to your data instead of repeatedly running on data that’s been already updated. This…Data 360Is Data Cloud One included within the existing Data Cloud SKU?Yes, Data Cloud One is included within the existing Data Cloud SKU. Any usage drawn from companion orgs will consume credits directly from the home org. Three free companion…Data 360Is it possible to explicitly override Identity Resolution (IR) ruleset results?Yes! As of November 2025, the IdentityMatch DMO can be used for precisely this.Data 360What are some best practices for segmentation?Choose the right “Segment On” Entity (individual DMO for single sources, Unified Individual for multiple sources) 2.... For more, see…Data 360What are the best practices when implementing RAG (Retrieval Augmented Generation) in Data 360?Check out these architectural talks and documentation: Think Like an Architect: Grounding Agentforce in External Documentation Agentforce NOW: Master RAG Best Practices Agentforce…Data 360How do we handle sensitive date (e.g. PII) in Data 360? How about compliance with regulations like GDPR, CCPA, etc.?How to properly handle sensitive information in Data 360 is a deep topic, but there are several key security and privacy features to be aware to help you secure sensitive data…Data 360How does Einstein-based segment creation affect token usage?According to these docs: "Einstein Requests aren’t billed when using Data Prism in Einstein Segment creation." I would assume that other Einstein-based features as they emerge…Data 360How do I implement the abandoned shopping cart use case?Data Cloud in Flows Trail Great discussion on Salesforce StackExchange Shopping Cart Engagement DMOData 360Why do I need Data 360 if I already have Marketing Cloud Engagement (MCE)?Salesforce Data 360 easily handles complex, multi-channel data unification and segmentation, allowing MCE to function purely as a downstream campaign delivery engine. For example,…Data 360How can I interact with Data 360 using my preferred AI tools?While Salesforce native capabilities like Agentforce Vibes and Agentforce Coworker are steadily improving and adding capabilities, many customers still prefer to bring their own…Data 360Are there any ways to automatically create DLO-to-DMO mappings?There is a supported agentic approach on the roadmap (and demoed at Dreamforce 25!), but nothing available, even in a Feature Manager preview as of August 2026. However, Data…Data 360What is Data 360's release cadence? It seems different from other Salesforce products.While most Salesforce products follow their standard annual cadence of 3 major releases a year (Spring, Summer, Winter), Data 360 tends to have features rolled out on a weekly or…Data 360What architecture patterns allow Lightning Web Components (LWCs) to query Data Cloud DMOs?When presenting Data Cloud Data Model Objects (DMOs) inside Salesforce Lightning Web Components, three distinct architectural patterns are available: Scenario A: Home Org Native…Data 360How does Data Cloud handle Identity Resolution unification and Zero Copy federation?Data Cloud harmonizes enterprise customer data across disaggregated data stores using automated identity rules and virtualized query federation: Identity Resolution: Unification…Data 360What are the most important things to understand about the Privacy Model?Where can I learn the basics? - Consent Management Fundamentals - Marketing Cloud Next Consent Concepts - Privacy Data Model Overview Which consent DMOs matter most? Data 360…Data 360Why does my calculated insight return empty results when I paste it into Query Editor?Sometimes a Calculated Insight uses join conditions on KQ keys, and those columns return null in the Query Editor, so joins don't match and return zero rows. Removing the AND KQ…MuleSoftDoes in-memory caching have TPS limits? (such as CloudHub's 10 or 100 TPS limit)There doesn’t appear to be any documentation on this, so safely assume that it would just be limited by the operating system.MuleSoftIt feels like the Heap Memory configured in CloudHub for the workers is way too low for the actual worker memory. What's up with that?Remember that Java uses a lot more than the heap memory for all kinds of tasks, such as Garbage Collection, JIT compiling, and Class Loading. See this article and this SOF…MuleSoftHow do you handle global elements in domain projects?Global elements must be defined in the domain-global.xml or they will be specific to an application. See the docs for more info.MuleSoftWhat is the API Policy download frequency?Not documented for Mule 4. The Mule 3 docs state 60 seconds for policies and 15 seconds for contracts.MuleSoftWhat's the AnyPoint MQ Licensing model?We split the payload in 100 kb chunks to send over the wire.. the so the number of API calls is dependent on the payload size. See the AnyPoint MQ FAQ for more info.MuleSoftWhat are Mule 4 app default TLS settings, and how can they be changed?TLS settings default to 1.1 and 1.2, but can be changed.MuleSoftAre Client ID and Client Secret cached so not need to be validated with every request?Yes.MuleSoftHow to add client certificates to the DLB?See the DLB docs.MuleSoftDoes DLB validate certificates of backend (mule) server?No, and it doesn't appear to be configurableMuleSoftDoes DLB use round-robin?YesMuleSoftWhat sizing limitations of the DLB?One DLB license corresponds to 2 x 2 vCore workers + 3.5GB RAM. You cannot change the vertical sizing, but a DLB configuration can be expanded to 8 workers. More info here.MuleSoftSpike Control consumes threads?Yes.MuleSoftHow do you download the deployment JAR file from Runtime Manager?See this article.MuleSoftAny Guidance on sizing Service Mesh?See the official docs.MuleSoftSizing for for Runtimes and Calculating number of Cores to Buy?Talk to sales. In addition, you may find this resource helpful to get an understanding of impact on application startup times, concurrent connections, TLS performance, etc.MuleSoftAPIKit Console - is there a way to change the title? Maybe a property to override...?Doesn't appear to be so.MuleSoftAre there any end-to-end API-Led project tutorials I can go through?https://docs.mulesoft.com/general/api-led-overviewMuleSoftIt is possible to use/combine existing Cloud licenses with ACM or install ACM into an existing org?No. https://docs.mulesoft.com/api-community-manager/licensing-overviewMuleSoftHow to dev tut for Okta OIDC integration?https://developer.mulesoft.com/tutorials-and-howtos/integrations/setup-oauth-and-openid-connect-with-okta-anypoint-studioMuleSoftIs it possible to access Git repo for Design Center?Yes. But even better, you can sync with an external GitHub repo.MuleSoftIs it possible to setup manual approval for new API Community Manager users?Yep. See here.MuleSoftWhat's the difference between the `x-forwarded-for` and `x-real-ip` headers?https://docs.oracle.com/en-us/iaas/Content/Balance/Reference/httpheaders.htmMuleSoftOutbound custom policy XML tags?Use the http-policy:operation tagMuleSoftCloudHub 1.0 Worker Storage Monitoring?There is a metric for it collected by the APM agent. See here.MuleSoftDynatrace integration with RTF?Dynatrace has great guides on setting up integrations with many different platforms, see the full list here. While they do support direct integration with CloudHub, there don't…MuleSoftHow to monitor core on RTF Self-Managed Kubernetes usage?For versions prior to RTF 2.7.0, see this article. For 2.7.0 or later, see the docs.MuleSoftIs HPA (Horizontal Pod Auto-scaler) or any other type of autoscaling supported on RTF?For application auto-scaling, depending on your entitlement, this configuration may be an option for you. For cluster (”node group”) autoscaling, MuleSoft provides some…MuleSoftSource-based routing/filtering on ingress?See ingress controller docs. A good comparative analysis available here.MuleSoftLogging to Splunk, ELK, etc. from K8S?Fluentbit is popular. Check out this writeup, or this blog, or this workshop.MuleSoftHow can we use JMX to change the configurations live? Especially Mule 4.There is no support for JMX in Mule 4. For Mule 3, see this doc and this doc.MuleSoftDo we have any customer readiness checklists we can share?Maybe the Projects Playbook from Catalyst.MuleSoftAre custom API Policies visible across all BG's?Like any other Exchange asset, they need to be accessible with Exchange viewers permission within the resident BG (via Roles or Teams).MuleSoftIs there a way to disable an automated policy for a specific API?Not as of yet, and no clear plans. Best solution would be to lobby for this idea.MuleSoftResources to better understand RTF architecture?Check out this video or the official docs.MuleSoftAre there any articles on doing ETL/Batch in an API-led environment?Check out this and this.MuleSoftHow to disable sharing button/functionality in Exchange?Just make people exchange contributors, not exchange administrators! For more info, float your mouse over the [i] icon next to permissions under roles/teams in access management.MuleSoftHow to watch a web page (such as a developer portal) for changes?Check out tools like https://versionista.com, https://distill.io, https://www.changetower.com, https://visualping.ioMuleSoftWhat are the alert limits for Anypoint Monitoring vs. Runtime Manager?See this and this.MuleSoftHow to work with a proxy in RTF on BYOK/SMK?You will likely need to look at the cloud provider configuration (e.g. EKS), as well as using rtfctl. Note that it appears to just "downgrade" the connection to regular TLS.MuleSoftAre there any guides for configuring Flex Gateway as ingress on RTF?I can't find any RTF specific guides, but this and this would be a great place to start testing:MuleSoftHow's the K8s upgrade process for RTF?Upgrade from 1.24 to 1.26 through EKS web console works great! No outages, even when testing nginx and ALB with curl via bash loop.MuleSoftDoes AnyPoint MQ have multi-region DR/HA/failover?While AnyPoint MQ has endpoints in many regions, there is no shared state or replication between them. Try talking to your SE. The FAQ might help. Also vote on this idea!MuleSoftHow can I use properties in my log4j configuration?you can use running properties, but yhe configuration is a little different (${sys:key}) since log4j initializes before the mule application. See here for details.MuleSoftHow many Business Groups are supported per org?BG limits for one AnyPoint organization: There is a limit of 100 business groups per organization., for more info, see docs.MuleSoftDoes Flex have FIPS mode?No current (October 2023) work done for FIPS certification … would be good to add an idea to the ideas portal.MuleSoftIs there a difference in prod vs. non-prod licensing for flex gateway?There is no impact on licensing. However, separate gateways will need to be deployed for prod vs. non-prod due to being associated to BG+env. Vote on this idea to increase…MuleSoftWhat happens with scope timeout vs. errors in specific routes of a scatter gather? When errors do occur, how do you access the messages of successful routes?Scatter Gather timeouts or errors on any routes stop flow processing, however it's possible to extract successful routes using the embedded…MuleSoftCan you provide details on how scheduler components behave in apps deployed to different runtime planes?For CH1, it's stuck on UTC. for CH2, RTF, and Standalone it can be configured through the schedule config. All runtime plane options support using RTM UI to control the schedule.MuleSoftWhy does APIKIT return 501 / APIKIT:NOT_IMPLEMENTED?There could be a number of reasons: Most recently, watch out for any potential issues in your Router configuration (capital letters, no dashes)…MuleSoftShould `application-types.xml` and `src/main/resources/examples/*` be checked in with the other project files?The application-types.xml along with accompanied files located in src/main/resources/examples directory allow a developer to see the user-defined input/output metadata defined.…MuleSoftCan the HTTP Listener in Domain projects be configured to not respond to requests until at least particular apps are ready?There doesn’t appear to be such a configuration, but a better question to be ask might be “how can I make sure that the health checks performed by my load-balancer correctly…MuleSoftWhat’s the difference between Exchange templates and examples?There’s no real technical difference, it’s more a question of use cases. Per the Exchange documentation: “\ A template is a pre-built project that you can use as a starting point…MuleSoftHow does the telemetry exporter work?It allows you to export audit logs and trace data to third-party observability apps (currently Azure Monitor, Splunk HEC, and any OTel-compliant products). Trace data is only…MuleSoftCloudHub Commercial Cloud Security Compliance docshttps://www.mulesoft.com/trust-center https://compliance.salesforce.com/en/services/mulesoftMuleSoftSince analytics API has gone away, where can I get that rich data?Does this still work? API Analytics API. If not, is there a good alternative.MuleSoftAre there different Support SLAs on production vs sandbox environments?https://www.salesforce.com/content/dam/web/en us/www/documents/legal/Agreements/mulesoft-cloud-offerings-SLA-forSalesforce-uMSA.pdfMuleSoftCan you provide some free training resources for learning about Flex gateway?https://www.salesforce.com/blog/anypoint-flex-gateway/ https://docs.mulesoft.com/gateway/latest/flex-gateway-getting-started https://www.youtube.com/watch?v=6bwcw5ODA4E…MuleSoftTeam Maintainer - can add perms they don’t haveCan this be better documented that making somebody a maintainer indirectly makes them an org admin for the BG that they’re in!?MuleSoftRegions for Control Planehttps://docs.mulesoft.com/cloudhub/cloudhub-networking-guide regional-servicesMuleSoftLess verbose logging on `org.mule` and `com.mulesoft`? DEBUG works, but turning down with `WARN` or `ERROR` for example, doesn’t!General matches work for increasing the verbosity, but perhaps specific matches are required for reducing the verbosity.MuleSoftHow to disable CloudHub 2.0 `AnypointMonitoringFileAppender` in Control Plane?What happens when "Enable application logs" is unchecked in the application logging settings in Anypoint Runtime Manager UI? Logs are not forwarded to Anypoint Runtime Manager and…MuleSoftAre CH2 Ingress log limits also 30days/100mb (like CH2 app logs)?Yes.MuleSoftSecrets Manager only for TLS Contexts, protected properties, and internal usage.https://docs.mulesoft.com/anypoint-security/index-secrets-manager : :text=Secrets manager is designed to store and manage secrets for supported Anypoint Platform services. It is…MuleSoftShould we use the internal app name or the private endpoint when communicating between apps in CloudHub 2.0 private spaces?The recommended approach is to use the private endpoint (i.e. go through the ingress). See \ \ Sending Application-to-Application Requests in the Same CloudHub 2.0 Private Space…MuleSoftWhere can I see what features are currently supported on AnyPoint Code Builder (ACD) Desktop vs. Cloud IDE?https://docs.mulesoft.com/release-notes/code-builder/acb-release-notes compatibilityMuleSoftHow can I migrate CH 1.0 to CH 2.0?https://docs.mulesoft.com/cloudhub/vpc-upgradeMuleSoftWhat are the differences between production vs sandbox type environments?From what’s documented, it makes a difference for Update Schedule and Licensing. As for performance differences or support SLAs, I can’t find any public-facing documentation.MuleSoftWhat are some examples of connectors that require Mutual TLS?HTTP Connector Salesforce Connector AMQP Connector Cassandra Connector Oracle DatabaseMuleSoftAnypoint Code Builder vs Anypoint Studio feature gapWIPMuleSoftWhat’s the order of precedence there are multiple sources for a given property?Configuration properties can be overwritten. The Mule runtime engine uses the following hierarchy to determine the first match, which takes precedence if properties have the same…MuleSoftHow can I effectively list and delete all API contracts in API Manager?The AnyPoint CLI has API-contract-specific commands that could make this into a very simple script. You could also try building a script by studying the API Manager Experience API…MuleSoftWhat’s the GAV?An asset identifier is a unique group ID, asset / artifact ID, and version (GAV) that identifies each asset in Exchange. For details on working with these values in your Mule…MuleSoftWhere is the settings that AnyPoint Studio creates/injects for the embedded maven?By default, AnyPoint Studio’s embedded maven uses settings located at X… However, if you disable embedded Maven (AnyPoint Studio Maven Use Embedded Maven Installation setting),…MuleSoftCan I have AnyPoint Studio use a different location than `~/m2/repository` for the local repository?Yes, that’s under Window Preferences AnyPoint Studio MavenMuleSoftWhat’s the diff between `mvn deploy` and `mvn clean deploy` and `mvn deploy -DmuleDeploy` and `mvn clean deploy -DmuleDeploy` and `mvn mule:deploy`?!I’m still working on a nice TL;DR answer, but in the meantime, check out maven lifecycle docs and mule-maven plugin docs. Also, here are some examples from the DEX660 course.MuleSoftStep-by-step on publishing `BOM` and `parent-pom` with Exchange?See this help article. These example snippets are already implementing the configuration mentioned in the article, and the commands for publishing can be found here.MuleSoftIs it possible to pre-configure the MUnit Test Recorder with VM arguments?Yes, that’s under Window Preferences AnyPoint Studio MunitMuleSoftWhat’s the difference between VM arguments and program arguments in the AnyPoint Studio Run Configuration?There’s no real difference for Mule applications, though it might impact custom Java code that you include in your app, as outlined in this Eclipse Tutorial. Note that -D is a…MuleSoftHow can we build out unit tests to cover multiple error handlers for the same errorType, but different when conditions.If you create the error using the Mock When processor, you can use the cause field on the Error tab to include details about the error, including error.description e.g. cause="…MuleSoftHow can we download the JARs from CH2 deployments (like we used to in CH1)?Currently , it looks like the recommended method is still to use the Exchange GraphQL API directlyMuleSoftCloudHub 2.0 certificates management?https://knowledgehub.mulesoft.com/s/article/Azure-certificate-management-and-integration-with-an-Azure-DevOps-pipeline-for-Mule-applicationsMuleSoftMUnits in project but no Mule Nexus Repo creds in settings.xml. Can we still build and deploy as long as we `-DskipTests`?Sort of … to quote the exercise guide: The MuleSoft EE releases repository is required under <pluginRepositories / because the MUnit Maven plugin has been configured to run tests…MuleSoftAnyPoint Studio embedded maven path?This is not straight-forward to find, as apparently it’s using an Eclipse OSGI plugin. You could try hunting about in the STUDIO HOME/configuration/org.eclipse.osgi folder but as…MuleSoftAny way to get notified when new courses become available on trailhead? how about slots for a specific course?Advice from the delivery managers is to just open a Trailhead ticket if you are not able to find the courses that you want.MuleSoftIs AnyPoint Code Builder (ACB) ready as a daily driver, or should I keep using AnyPoint Studio?While some product managers are suggesting ACB should now be used as a daily driver, there are still enough real user feedback suggesting that ACB may be too unpolished and…MuleSoftCan we get more info on the program vs. vm arguments in the run configuration?Apparently -D arguments are passed straight to the JVM, whereas -M arguments are passed to the mule runtime. It is recommended to use -M -D when passing arguments at the command…MuleSoftWhat is the impact of the Cloudhub 2.0 ingress Forward SSL Session setting?It is used for passing the results of the client certificate verification to the mule application. This is performed via the use of special headers. However, the actual mutual TLS…MuleSoftCan you provide some guides on Salesforce to Salesforce migration?Check out the patterns covered in this developer quickstart and these examples in the salesforce connector documentation.MuleSoftGiven Salesforce already has MuleSoft for integration and ETL and Data 360 for CDP, where does Informatica fit in?MuleSoft's strength API-led connectivity and event-driven orchestration. It is the ideal bridge for connecting operational systems, but it is not the best tool for ETL and data…MuleSoftWhat does this MuleSoft FAQ focus on?This knowledge base collects practical MuleSoft questions around integration design, API-led delivery, deployment platforms (CloudHub 2.0 and Runtime Fabric), and platform…MuleSoftCan answers include architecture diagrams?Yes. Answers include high-resolution standalone SVG architectural diagrams embedded directly into the knowledge base: API-led Architecture PatternMuleSoftWhat are the essential MuleSoft documentation, support, and retirement resources?Key official documentation portals, release cadences, support lifecycles, and health dashboards for MuleSoft Anypoint Platform: Official Portals & Documentation MuleSoft…MuleSoftHow does the shared deployment process work in Runtime Fabric (RTF) and CloudHub 2.0?Both Runtime Fabric (RTF) and CloudHub 2.0 (CH2) are containerized Mule runtimes built upon Kubernetes. They share an identical core deployment sequence and pod layout: Deployment…MuleSoftWhat are the primary API policy enforcement patterns in Anypoint Platform?Anypoint Platform supports three main policy enforcement models depending on runtime architecture and API placement: Mule API Gatekeeper (Mule 4 Runtime) In standard Mule 4…MuleSoftWhat network connectivity patterns are supported in CloudHub 2.0 Private Spaces?CloudHub 2.0 Private Spaces provide isolated container environments in AWS with flexible networking topologies: Inbound External Clients Public internet traffic terminates at the…MuleSoftHow do TLS 1.2, TLS 1.3, and HTTP/3 QUIC handshakes compare for secure transport?Modern integration architectures depend on optimized cryptographic handshakes to balance latency and zero-trust security: Mutual TLS (mTLS) Context Exchange Mutual TLS guarantees…MuleSoftHow do OAuth 2.0 / OIDC and SAML SSO flows authenticate APIs and users?Anypoint Platform separates end-user administrative authentication (SSO) from API consumer security (OAuth 2.0): OAuth 2.0 Authorization Code Flow Used for interactive consumer…No matching answers
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