Design and use Apex-Defined Types as Flow variables for structured non-sObject data (HTTP callout payloads, External Service responses, complex configuration).
Use when picklist data quality has degraded: unrestricted picklists accepting garbage API values, dependent picklist relationships bypassed by integrations, record type picklist…
SObject.clone(preserveId, isDeepClone, preserveReadonly, preserveAutonumber): shallow vs deep clone semantics, related-record replication, clone with parent repointing, autonumber…
Use when invoking Autolaunched Flows from Apex via `Flow.Interview.createInterview`. Covers parameter typing, output retrieval, governor boundaries, and when to inline logic…
Use when OmniStudio components are degrading under high concurrent user load, when Integration Procedures are hitting governor limits at portal scale, or when designing an…
Use when building, configuring, or troubleshooting email sends in Marketing Cloud Email Studio and Content Builder.
Configuring Salesforce lead management and conversion: lead settings, web-to-lead, conversion field mapping, lead queues, auto-response rules, lead processes.
Isolate component errors so one failure does not blank an entire page using errorCallback and graceful fallbacks. NOT for server-side Apex exception design.
Use when managing OmniScript versions: activating new versions, deactivating prior versions, testing a specific version before activation, rolling back to a previous version, or…
Use when async Apex (Queueable, Batch, Schedulable, @future) needs to honor the originating user's field-level security but the framework runs the job in a different security…
NPSP programmatic integration patterns: BDI gift processing API for bulk gift ingestion, ERD Schedules and Installments API for recurring donation data, and wealth screening…
Model and verify unlocked package dependencies, version pinning, and promotion. NOT for 1GP managed packages.
Planning and executing metadata rollbacks and emergency hotfixes in Salesforce orgs. Use when a production deployment causes regression and needs to be reverted, or when an urgent…
Azure integration patterns for Salesforce — pick between the native Azure Service Bus Connector, Azure Functions / API Management as the callout target, Data 360 (Data Cloud)…
Structure Decision elements in Flow: default outcome placement, outcome ordering, compound criteria, null-safe checks, Boolean vs Pick-list comparisons, and avoiding deep nested…
Use when designing or troubleshooting Apex callouts that approach governor limits: choosing between synchronous callouts, @future, Queueable, Continuation, or async chaining…
Tableau ↔ Salesforce integration patterns: Tableau Salesforce connector, Tableau for Salesforce, CRM Analytics alternative, Data Cloud + Tableau, embedded Tableau dashboards.
Advanced Lightning App Builder usage: component visibility filters, custom page templates, Dynamic Forms, Dynamic Actions, page performance optimization, LWC targetConfig for…
Use when designing the SLA tier definition table, escalation matrix document, and milestone threshold configuration for a Salesforce Service Cloud implementation.
Tactical guidance for composing Permission Set Groups: layering permission sets, applying Mute Permission Sets to subtract narrow capabilities, sequencing the recalculation…
Use when designing, reviewing, or troubleshooting Salesforce formula fields. Triggers: 'formula field', 'cross-object formula', 'null handling', 'compile size', 'HYPERLINK',…
Design OmniStudio Calculation Procedures and Calculation Matrices for pricing, rating, and rules-heavy scoring.
Requirements mapping for the full donor lifecycle in NPSP or Nonprofit Cloud: acquisition stage design, moves management for cultivation and solicitation, upgrade path design,…
Diagnose and mitigate Salesforce data skew — ownership skew (single user owns >10,000 records) and parent-child skew (>10,000 children under one parent) — that cause sharing…
Use when a report or dashboard is slow, timing out, hitting row limits, or consuming excessive system resources on large-volume objects — covers selective filter strategy, custom…
NavigationMixin for LWC: PageReference types (recordPage, recordRelationship, namedPage, webPage, comm__namedPage), navigate vs generateUrl, state params, Experience Cloud…
Use when a Scheduled Flow or Record-Triggered Flow needs to process more records than Flow can safely handle in a single run.
Pick the right tool shape for each agent action: Apex invocable vs Flow action vs External Service vs Prompt Template vs Data Cloud retrieval.
Use when Apex needs to check what the running user is, can see, or can do — via UserInfo, FeatureManagement, FeatureManagement.checkPermission, or…
Use when setting up or tuning Experience Cloud community content moderation: keyword/criteria-based rules, member reputation system, and moderation queue management.
Use when designing, reviewing, or troubleshooting Salesforce connected apps, Named Credentials, External Credentials, and OAuth-based integration access.
Use when writing, reviewing, or debugging Apex test classes, test data factories, async test behavior, negative-path assertions, or callout mocking.
Configure and manage Field Service Lightning inventory: ProductItem (stock at locations), ProductTransfer (stock movement), ProductConsumed (parts used on work orders),…
Use when writing or reviewing Visualforce pages, Apex controllers, or LWC components that output user-supplied data, build dynamic queries, or construct HTTP responses.
Use when designing or reviewing Lightning Web Components for the Salesforce mobile app, mobile device capabilities, or offline-aware behavior.
Dynamic LWC component creation using the `lwc:component` directive, lazy-loaded dynamic imports (`import()`), and runtime component resolution for conditional rendering at scale.
Govern DataRaptor field mappings to prevent runtime errors when source metadata changes: naming, versioning, and dependency tracking. NOT for DataRaptor authoring fundamentals.
Async/await and Promise patterns in LWC: imperative Apex, loading states, error handling, concurrent wire + imperative, AbortController for in-flight cancellation, Promise.all for…
Choose the right batch size, parallel/serial mode, and load window for Data Loader, Bulk API V1/V2, and custom Database.executeBatch jobs against a given object volume and…
Use when configuring Apex test execution in CI/CD pipelines, choosing test levels for deployments, parsing test results, or troubleshooting code coverage in automated builds.
Use when adding, configuring, or troubleshooting custom action buttons in the Salesforce CPQ Quote Line Editor (QLE), product configurator, or amendment/renewal screens.
Operational setup guide for Salesforce Energy and Utilities Cloud: license activation, permission sets, industry-specific object configuration (ServicePoint, Meter, MeterReading,…
Architecture guidance for Salesforce FSC banking and Digital Lending: loan origination platform design, ResidentialLoanApplication data model, payment processing integration…
Use when programmatically driving Salesforce CPQ operations from Apex or REST — creating quotes, adding products, calculating pricing, saving quotes, amending contracts, or…
Use when modifying the schema of a Platform Event that already has live publishers and subscribers — adding fields, deprecating fields, or splitting events.
CPQ solution architecture covering bundle design, pricing engine performance, multi-currency strategy, and integration patterns.
Use when designing or refactoring record types across objects with many profiles, business processes, or picklist variations.
Decision framework for choosing OmniStudio (OmniScript, FlexCards, Integration Procedures) vs standard Salesforce tooling (Screen Flow, LWC, Apex) for guided UI and data…
RecordType ID differences across orgs: dynamic lookup via Schema.SObjectType methods, DeveloperName for stable refs, hard-coded ID anti-patterns, record-type caching, deployment…
Use when enabling, configuring, or troubleshooting Person Accounts in a Salesforce org — includes B2C data model design, IsPersonAccount flag handling, Account-Contact behavior…
Use when building custom LWC Quick Actions, Global Actions, deep links, or offline data extensions for the Salesforce Field Service (FSL) native mobile app.
Use when designing conversational AI architecture on Salesforce: Einstein Bot dialog design, Agentforce Agent topic planning, intent models, NLU training strategy, bot-to-agent…
Diagnosing and resolving common Apex runtime exceptions: NullPointerException, QueryException, DmlException, ListException, LimitException, TypeException.
Use when configuring or troubleshooting Salesforce CPQ contract creation, subscription management, amendment quotes, or renewal quotes.
Use when a team needs to choose a DevOps tooling platform for Salesforce — comparing options like Gearset, Copado, Flosum, AutoRABIT, Blue Canvas, and Salesforce DevOps Center…
Design and implement Salesforce Login Flows (Screen Flows assigned to profiles or Experience Cloud sites) that run post-authentication to enforce conditional MFA, IP-based…
Design custom Lightning Web Components that render inside Screen Flow steps — covers the lightning__FlowScreen target, @api properties as Flow inputs/outputs,…
Use when configuring delegated administration to allow non-system-admin users to manage specific user groups, reset passwords, assign permission sets, or administer custom…
Use when Flows must stay healthy at large data volumes: total SOQL rows returned per transaction, unbounded Get Records, collection sizing, scheduled or record-triggered scale,…
Use when calling external REST APIs from Salesforce Flow without writing Apex: registering API specs as External Services, using generated invocable actions in Flow Builder, using…