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Salesforce Analytics-Con-202 Exam Syllabus Topics:

SectionWeightObjectives
Topic 1: Plan and Prepare Data Connections22%- Plan for data transformation
  • 1. Specify granularity requirements
    • 2. Recommend appropriate data transformation strategy
      - Design row-level security (RLS) and advanced connections
      • 1. Recommend connection methods and Tableau Bridge
        • 2. Implement RLS and entitlement structures
          Topic 2: Design and Troubleshoot Calculations and Workbooks40%- Optimize workbook performance
          • 1. Leverage performance recordings and caching
            • 2. Identify and resolve performance bottlenecks
              - Implement and optimize calculations
              • 1. Level of Detail (LOD) expressions
                • 2. Table calculations, date functions, and aggregations
                  - Design visualizations and advanced analytics
                  • 1. Apply Tableau order of operations
                    • 2. Recommend advanced chart types and densification
                      Topic 3: Evaluate Current State22%- Evaluate current data structures
                      • 1. Evaluate data lineage and performance risks
                        • 2. Assess whether existing data supports business needs
                          - Map current state of analytics to future state
                          • 1. Map business needs to Tableau capabilities
                            • 2. Translate analytical requirements using best practices
                              • 3. Recommend Tableau Server vs Tableau Cloud including migration
                                Topic 4: Establish Governance and Support Published Content16%- Deploy and manage content lifecycle
                                • 1. Workbook lifecycle and maintenance
                                  • 2. Content distribution and publishing strategy
                                    - Apply governance strategy
                                    • 1. Security, data quality, and certification strategy
                                      • 2. Map governance requirements to Tableau capabilities

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                                        Salesforce Certified Tableau Next Consultant Analytics-Con-202 Prüfungsfragen mit Lösungen (Q70-Q75):

                                        70. Frage
                                        A financial services firm requires its Analytics Agent to consistently provide concise responses and format all currency outputs in Great British Pounds (GBP). Where should a Tableau Next Consultant configure these global formatting and output style rules?

                                        Antwort: B

                                        Begründung:
                                        Business Preferences are the semantic-model mechanism for supplying organization-specific instructions and contextual guidance to Tableau Agent. They can define how the analytics agent should interpret business concepts, terminology, and preferred response conventions. Salesforce recommends keeping each Business Preference short, focused, and high-value because these instructions are added to the agent's prompt.
                                        Accordingly, preferences such as "Use GBP when presenting monetary values" or "Keep responses concise" belong in Business Preferences rather than individual field descriptions. A field description explains what a particular semantic field means; it is not the proper location for broadly applicable output behavior. The Einstein Trust Layer addresses AI trust, security, privacy, and governance controls rather than organization- specific response formatting.
                                        References/Topics: Agentic Experiences - > Business Preferences - > Organizational Terminology - > Response Guidance - > Semantic Model Context.


                                        71. Frage
                                        Cloud Kicks (CK) wants to scale out its semantic data tier but has limited Tableau Next Consultant resources.
                                        CK wants to identify tasks where Tableau Agent's generative AI capabilities can directly accelerate the delivery of Tableau Next components. Which task can Tableau Agent directly perform within the semantic data model configuration canvas?

                                        Antwort: C

                                        Begründung:
                                        Generative AI capabilities in Tableau Semantics can directly accelerate semantic-model authoring by drafting calculated-field formulas and semantic descriptions, making A the correct choice. Salesforce supports Draft with Einstein, where the consultant describes the calculation in natural language and Einstein generates the calculated-field definition, including formula-related configuration that the author can review and save.
                                        Salesforce also provides AI-generated semantic descriptions. These descriptions supply business context to downstream conversational analytics and help Tableau Agent correctly discover and interpret objects and fields.
                                        Identity resolution and DMO mapping belong to Data 360 data-modeling and identity-management workflows, not the semantic-model generative-authoring capability described in this scenario. Dashboard and visualization construction is also a separate analytics-authoring process rather than the specified operation within the semantic data model configuration canvas.
                                        The exam principle is that Tableau Agent/Semantics AI reduces semantic-authoring friction by translating natural-language analytical intent into semantic definitions, relationships, descriptions, and calculations.
                                        References/Topics: Agentic Experiences - > generative AI for Tableau Next components; Create Semantic Models - > AI-assisted calculated fields and descriptions.


                                        72. Frage
                                        A Tableau Next Consultant is asked to configure agent scoping. What is the purpose?

                                        Antwort: B

                                        Begründung:
                                        Agent Scoping determines which approved semantic models Tableau Agent can search when a user's question lacks sufficient analytical context. Salesforce describes Agent Scoping as defining a fallback list of semantic models for a particular analytics agent. This fallback is used when Tableau Agent cannot infer the appropriate model from the current page or analytical asset.
                                        Examples include asking Tableau Agent a question from Slack or embedding the agent on a page that contains no Tableau Next metric or dashboard. In those circumstances, the agent uses its approved fallback models to determine the appropriate semantic context.
                                        When a user asks a question from a dashboard or metric that already supplies clear analytical context, Salesforce states that Tableau Agent uses the semantic models associated with that asset instead of the fallback list. User permissions remain enforced at runtime; placing a model on the fallback list never grants unauthorized access.
                                        Option B is incorrect because Agent Scoping does not enforce row-level security; Data 360 governance and user permissions perform that function. Option C is unrelated to agent routing.
                                        References/Topics: Agentic Experiences - > Tableau Agent - > Agent Scoping - > Fallback Semantic Models
                                        - > Context Resolution.


                                        73. Frage
                                        Universal Containers is concerned about Personally Identifiable Information (PII) being exposed when using Data Connection and Analytics Creation capabilities to create calculated fields. How does Data Connection and Analytics Creation ensure data security when processing requests through the large language model (LLM)?

                                        Antwort: C

                                        Begründung:
                                        The correct security mechanism is the Einstein Trust Layer's PII masking capability. Salesforce guidance for AI-assisted calculated-field creation states that the agent may use information from the semantic model, including its schema and metadata, and that personally identifiable information is masked by the Einstein Trust Layer before information is sent to the LLM.
                                        This allows Tableau Next's generative functionality to receive the semantic context required to construct useful calculated fields while applying Salesforce's enterprise AI security controls.
                                        Option A describes a whole-model encryption/decryption workflow that is not the documented Tableau Next processing model. Option C is also incorrect because the system does not simply prohibit every field that could potentially contain PII. Instead, the Trust Layer applies masking and other controls to protect sensitive information while retaining useful analytical context.
                                        More broadly, Salesforce states that Tableau Agent and Agentforce inherit the Einstein Trust Layer's security, governance, and trust mechanisms, including protections designed to prevent customer data from being retained by external LLMs for model training.
                                        References/Topics: Agentic Experiences - > Einstein Trust Layer - > PII Masking - > Generative AI Calculated Fields.


                                        74. Frage
                                        A Tableau Next Consultant interacts with a Tableau Next dashboard and identifies an issue with a Tableau Next metric: It's using the wrong date field to trend the measure field. The consultant has confirmed that the correct date field exists within the semantic model. How should the consultant update the Tableau Next metric?

                                        Antwort: A

                                        Begründung:
                                        The consultant should modify the metric definition in the underlying semantic model. Tableau Next metrics are semantic-layer objects. Salesforce defines a metric as a business KPI derived from one or more measures together with a date field, and metrics are built from semantic models.
                                        Therefore, selecting which date dimension governs the metric's time trend is part of the metric's semantic definition rather than dashboard presentation logic. The dashboard consumes the governed metric; changing the dashboard would not correct the authoritative metric definition.
                                        Option B is also inappropriate. Data Lake Objects and Data Model Objects define the underlying physical
                                        /logical data available in Data 360. Because the correct date field already exists in the semantic model, there is no requirement to modify the underlying DLO or DMO. The problem lies specifically in which existing semantic field the metric uses for its temporal definition.
                                        This reflects a central Tableau Next architectural principle: reusable analytical business logic-including metrics, calculations, temporal semantics, and contextual definitions-should reside in Tableau Semantics, while dashboards remain downstream consumption and presentation layers.
                                        References/Topics: Data Setup - > Semantic Models - > Metrics - > Measure and Date Field Configuration.


                                        75. Frage
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