This guide covers the six PL-400 skill areas in the order they appear on the exam outline (March 2026 refresh). The heaviest domain — **Extend the platform** — gets the most depth because it is 30–35 % of the exam on its own. Use the flashcard sections at the end of each domain to test recall before moving on. **Passing score: 700 / 1000. Recommended prep time: 8–12 weeks.** | Domain | Weight | Priority | | --- | --- | --- | | Create a technical design | 10–15% | Study second | | Build Power Platform solutions | 10–15% | Study third | | Implement Power Apps improvements | 10–15% | Study fourth | | Extend the user experience | 10–15% | Study fifth | | **Extend the platform** | **30–35%** | **Study first** | | Develop integrations | 10–15% | Study sixth | --- ## 1. Create a technical design The exam opens with judgment calls: given a scenario, pick the right place to put logic and the right kind of storage. ### Where to put business logic Push logic as close to the data as the requirement allows. If it must fire regardless of how data is written, it belongs server-side. | Mechanism | Runs where | Use when | | --- | --- | --- | | Business rule | Client + server (scope-dependent) | Simple field-level logic with no code | | Client script (JS) | Browser, model-driven forms only | UI behavior tied to form events | | Power Fx | Client | Canvas app and command logic | | Cloud flow | Cloud, async | Cross-system orchestration, approvals, scheduled jobs | | Plug-in | Server, in transaction | Logic that must run for **every** write path — UI, Web API, import | **Decision rule:** if the requirement says "must always run" or "must be server-side", the answer is a plug-in, not a client script or flow. Client scripts only fire inside the form UI. ### Which table type | Table type | Data lives | Use when | | --- | --- | --- | | Standard | Dataverse | Default — full pipeline, auditing, relationships | | Virtual | External source | System of record stays external; real-time reads needed | | Elastic | Azure Cosmos DB–backed | Very high volume, sparse, write-heavy (IoT telemetry, logs) | | Connector | Another service | You only need occasional reads/writes via flow or app | ### Authentication and authorization strategy - **Interactive users** → Microsoft Entra ID user auth (OAuth delegated). - **Unattended / server-to-server** → service principal (app registration) or managed identity for Azure-hosted code. - **Plug-ins** run under the calling user by default; you can override to a specific user in the step registration. ### Security features that constrain solutions - **DLP policies** — classify connectors as Business / Non-business / Blocked. Mixing Business and Non-business connectors in one flow is blocked. Plan connector classification before building. - **Security roles** — privilege matrix: Create / Read / Write / Delete / Append / AppendTo / Assign / Share at access levels None / User / BU / Parent:Child BU / Org. - **Teams** (owner vs access teams) and **business units** define row-ownership boundaries. - **Row sharing** grants record-level access outside the role hierarchy — powerful but hard to audit at scale. ### Reusable component types | Component | Scope | Language | | --- | --- | --- | | Canvas component / component library | Canvas apps | Power Fx | | PCF code component | Canvas + model-driven | TypeScript | | Custom connector | Flows + apps | OpenAPI definition | | Custom API | Dataverse server | C# plug-in | | Power Fx function | Canvas + custom pages | Power Fx | Custom API replaces the older "custom action" pattern for code-first scenarios. Know the difference: custom APIs support private visibility, plug-in-only execution, and are fully solution-aware. ### Flashcards — Technical design > **Q:** Logic must run whether data is saved from the UI, an import job, or the Web API. What extension point do you use? > **A:** A plug-in. Client scripts only fire inside the form UI. > **Q:** You need to surface data that lives in an external system inside a Dataverse table in real time — no copy. > **A:** Virtual table. > **Q:** A flow uses one Business connector and one Non-business connector. What happens? > **A:** The DLP policy blocks the flow. > **Q:** You want a reusable, named, server-side Dataverse operation that other teams can call. > **A:** Custom API. --- ## 2. Build Power Platform solutions Everything you build travels inside a **solution**. The exam tests ALM mechanics and the CI/CD toolchain. ### Solution types and the golden rule | Solution type | Editable? | Use in | | --- | --- | --- | | Unmanaged | Yes | Development environments | | Managed | No (sealed) | Test and production environments | **Golden rule: develop in unmanaged, deploy as managed. Never import an unmanaged solution into production.** ### Environment variables Externalize any value that changes per environment — API URLs, IDs, keys — so you can import the same solution package everywhere and set the current value in each environment after import. ``` Solution definition: env var "ServiceBaseUrl" Dev current value: https://dev-api.contoso.com Prod current value: https://api.contoso.com ``` ### Solution layers and dependencies - **Layers** — multiple managed solutions can touch the same component. The active (unmanaged) layer wins for editing. Use *See solution layers* to diagnose unexpected values. - **Dependencies** — a component that references another component creates a dependency. You cannot delete a component another solution requires. Use *Show dependencies* before removing anything. ### ALM toolchain | Tool | What it does | | --- | --- | | Power Platform CLI (`pac`) | Export/import solutions, scaffold PCF, manage environments, run pipelines | | Power Platform Pipelines | In-product deployment dev → test → prod, extendable with pre/post steps | | Power Platform Build Tools | Azure DevOps / GitHub tasks for full CI/CD | A typical Azure DevOps pipeline: ```yaml steps: - task: PowerPlatformToolInstaller@2 - task: PowerPlatformExportSolution@2 inputs: Environment: $(DevEnvUrl) SolutionName: ContosoCore SolutionOutputFile: $(Build.ArtifactStagingDirectory)/ContosoCore.zip - task: PowerPlatformUnpackSolution@2 # unpack to source control # — release pipeline — - task: PowerPlatformImportSolution@2 inputs: Environment: $(ProdEnvUrl) SolutionInputFile: ContosoCore_managed.zip ``` ### Connection references A **connection reference** abstracts a connector's connection so flows can be imported into a new environment and the connection can be set there without editing every flow. ### Flashcards — Build solutions > **Q:** Which solution type do you import into production? > **A:** Managed. Never unmanaged. > **Q:** Your API URL differs between dev and prod. How do you avoid hardcoding it? > **A:** Environment variable — set the current value per environment after import. > **Q:** You can't delete a Dataverse table. Why? > **A:** Another component depends on it. Check *Show dependencies*. > **Q:** What abstraction lets you import a flow into a new environment and set its connection there? > **A:** Connection reference. --- ## 3. Implement Power Apps improvements Canvas app performance and Power Fx fluency are tested here. ### Delegation — the most tested canvas concept When a query **cannot** be delegated, Power Apps runs it locally against only the first N rows of the data source (default 500, max 2000). The filter silently truncates results. The blue underline in the editor is a delegation warning. **Delegable operations on Dataverse:** `Filter`, `Search`, `LookUp` using equality (`=`), comparisons (`<`, `>`, `<=`, `>=`), `And`, `Or`, field-level `StartsWith`. `CountRows` on a table is also delegable. **Non-delegable:** `CountIf`, `SortByColumns` on non-indexed columns, `First`/`Last` after a sort. ```powerfx // Delegable — Dataverse sends the query, only matching rows return ClearCollect( colTopAccounts, SortByColumns( Filter(Accounts, Revenue > 1000000 && StatusCode = "Active"), "Revenue", SortOrder.Descending ) ); // Patch a new record back to Dataverse Patch( Accounts, Defaults(Accounts), { Name: txtName.Text, Revenue: Value(txtRevenue.Text) } ); ``` ### Performance optimization - **Monitor** — first stop for "app is slow" or "this shows wrong data." Attach to a live session; see every network call, formula evaluation, and timing. - **Concurrent()** — load multiple data sources in parallel inside `OnStart` to avoid serial round trips. - **Component libraries** — build a control once, share it across many apps; reduces per-app load. - **Model-driven performance** — minimize columns on views, limit form scripts, hide related sub-grids that fire on load. ### Calling cloud flows from canvas ```powerfx // Call a flow and use its response Set( varResult, ApproveExpense.Run(ThisItem.ID, txtComment.Text) ); Notify(varResult.message, NotificationType.Success); ``` ### Flashcards — Power Apps > **Q:** A blue underline appears under your `Filter` call. What does it mean? > **A:** Delegation warning — the filter can't run server-side. Results may be silently truncated. > **Q:** What are the default and maximum row limits for non-delegable queries? > **A:** Default 500, max 2000 (set in app settings). > **Q:** A user says the app is slow on first open. What tool do you open first? > **A:** Monitor. > **Q:** You want to load three SharePoint lists at the same time in `OnStart`. What Power Fx function do you use? > **A:** `Concurrent()`. --- ## 4. Extend the user experience ### Client scripting — model-driven forms Client API runs against `formContext`, `globalContext`, attributes, and controls. ```javascript function onAccountLoad(executionContext) { // Always get formContext from executionContext — never use the deprecated Xrm.Page const formContext = executionContext.getFormContext(); const revenue = formContext.getAttribute("revenue").getValue(); if (revenue > 1000000) { formContext.getControl("creditlimit").setVisible(true); } // Register a field-level change handler formContext.getAttribute("industrycode") .addOnChange(onIndustryChange); } ``` **Registration points:** `OnLoad`, `OnSave`, field `OnChange`, `TabStateChange`. Always pass `executionContext` as the first parameter. ### Calling the Dataverse Web API from client script ```javascript Xrm.WebApi.retrieveMultipleRecords( "account", "?$select=name,revenue&$filter=revenue gt 1000000&$top=10" ).then( result => result.entities.forEach(e => console.log(e.name)), error => console.error(error.message) ); ``` ### Power Apps Component Framework (PCF) PCF lets you build custom TypeScript controls for both canvas and model-driven apps. **Lifecycle order — memorize this:** `init` → `updateView` → `getOutputs` → `destroy` | Method | When it runs | | --- | --- | | `init` | Once, at start — set up DOM and cache context | | `updateView` | Every time bound data or context changes | | `getOutputs` | When you call `notifyOutputChanged()` | | `destroy` | Clean-up — remove event listeners | ```typescript import { IInputs, IOutputs } from "./generated/ManifestTypes"; export class LinearInput implements ComponentFramework.StandardControl { private _value: number; private _notifyOutputChanged: () => void; public init( context: ComponentFramework.Context, notifyOutputChanged: () => void, state: ComponentFramework.Dictionary, container: HTMLDivElement ): void { this._notifyOutputChanged = notifyOutputChanged; // build UI, attach listeners } public updateView(context: ComponentFramework.Context): void { this._value = context.parameters.sampleProperty.raw || 0; } public getOutputs(): IOutputs { return { sampleProperty: this._value }; } public destroy(): void { /* remove listeners */ } } ``` The **manifest** (`ControlManifest.Input.xml`) declares properties, feature usage (`feature-usage` section lists Device, WebAPI, Utility), and the component type (field vs dataset). ```powershell # Scaffold, build, and push a PCF component pac pcf init --namespace Contoso --name LinearInput --template field npm install && npm run build pac pcf push --publisher-prefix contoso ``` ### Modern command bar Use **Power Fx commands** (low-code, model-driven) or JavaScript commands. Use `Xrm.Navigation.navigateTo` to open a custom page from a command button. ### Flashcards — User experience > **Q:** What is the recommended way to get `formContext` in an OnLoad handler? > **A:** From the execution context passed as the first parameter — never the deprecated global `Xrm.Page`. > **Q:** Put the PCF lifecycle methods in order. > **A:** `init` → `updateView` → `getOutputs` → `destroy`. > **Q:** Where does a PCF manifest declare that the control needs camera or Web API access? > **A:** In the `feature-usage` section of `ControlManifest.Input.xml`. > **Q:** A field's value changed and you want the PCF to push the new value back to the form. What do you call? > **A:** `notifyOutputChanged()` — the framework then calls `getOutputs()`. --- ## 5. Extend the platform — the biggest domain (30–35%) Study this section the most. It covers plug-ins, custom connectors, platform APIs, Azure Functions, and cloud flow developer concerns. ### Dataverse plug-ins A plug-in is a .NET class implementing `IPlugin`, registered against a **message** (Create, Update, Delete, or a custom API) and a **pipeline stage**. #### Event pipeline stages | Stage | Number | Runs | Typical use | | --- | --- | --- | --- | | Pre-validation | 10 | Before the main transaction | Validate and cancel early; runs before security checks | | Pre-operation | 20 | Inside transaction, before the DB write | Modify the `Target` before it is saved | | Post-operation | 40 | Inside transaction, after the write | React to the saved record; create related rows | Synchronous plug-ins participate in the transaction — throwing an `InvalidPluginExecutionException` rolls everything back. Asynchronous plug-ins run after, via the system job queue. #### A complete plug-in example ```csharp using Microsoft.Xrm.Sdk; public class AccountPostCreate : IPlugin { public void Execute(IServiceProvider serviceProvider) { var context = (IPluginExecutionContext) serviceProvider.GetService(typeof(IPluginExecutionContext)); if (context.MessageName != "Create" || context.Stage != 40) return; if (context.InputParameters["Target"] is Entity target) { var factory = (IOrganizationServiceFactory) serviceProvider.GetService(typeof(IOrganizationServiceFactory)); var service = factory.CreateOrganizationService(context.UserId); // Create a related task var task = new Entity("task") { ["subject"] = "Review new account", ["regardingobjectid"] = new EntityReference("account", target.Id) }; service.Create(task); } } } ``` #### Pre Images and Post Images Images are snapshots registered in the Plug-in Registration Tool alongside the step. - **Pre Image** — record state *before* the operation. Available at Pre and Post stages. Required on Update when you need old field values, because `Target` only carries the columns that changed. - **Post Image** — record state *after* the operation. Available at Post-operation only. ```csharp Entity preImage = context.PreEntityImages.Contains("PreImage") ? context.PreEntityImages["PreImage"] : null; var oldStatus = preImage?.GetAttributeValue("statuscode"); ``` On an Update plug-in, the `Target` entity only contains the columns the user changed. To read an unchanged column's old value, register a Pre Image. #### Performance rules for plug-ins - Keep synchronous plug-ins fast — they hold the database transaction. The platform enforces a **2-minute execution limit**. - Avoid querying inside loops; use `QueryExpression` with the exact columns needed. - Move long-running work to an **asynchronous** registration or an Azure Function. #### Registration Use the **Plug-in Registration Tool** (`pac tool prt`) to register assemblies, steps, images, service endpoints, and webhooks. ### Custom connectors Wrap a REST API so it works natively in flows and apps. - Define from an **OpenAPI (Swagger)** file, a Postman collection, or build from scratch. - **Auth options:** No auth, API key, Basic, OAuth 2.0, Microsoft Entra ID. - **Policy templates** — tweak headers, route requests, or convert data at runtime without changing the backend. - Back a connector with an **Azure Function** when the API needs custom transformation logic. ```csharp // Azure Function backing a custom connector [FunctionName("TransformOrder")] public static async Task Run( [HttpTrigger(AuthorizationLevel.Function, "post")] HttpRequest req) { string body = await new StreamReader(req.Body).ReadToEndAsync(); var order = JsonSerializer.Deserialize(body); order.Total = order.Items.Sum(i => i.Price * i.Qty); return new OkObjectResult(order); } ``` ### Platform APIs | API | Use from | Style | | --- | --- | --- | | Dataverse Web API | JavaScript, external apps, any language | REST / OData v4 / JSON | | Organization service | Plug-ins, .NET server code | .NET SDK (`IOrganizationService`) | **Rate limiting (HTTP 429):** honor the `Retry-After` header and retry with exponential backoff. ```csharp catch (FaultException ex) when (ex.Detail.ErrorCode == -2147015902) // rate-limit error code { var wait = ex.Detail.RetryAfter ?? TimeSpan.FromSeconds(5); await Task.Delay(wait); // retry here } ``` **Bulk operations — always batch instead of N round trips:** ```csharp var multi = new ExecuteMultipleRequest { Settings = new ExecuteMultipleSettings { ContinueOnError = true, ReturnResponses = false }, Requests = new OrganizationRequestCollection() }; foreach (var e in entities) multi.Requests.Add(new CreateRequest { Target = e }); service.Execute(multi); ``` Also available: `CreateMultiple` / `UpdateMultiple` for high-throughput Dataverse write scenarios. **Optimistic concurrency:** use `If-Match` with a row version to prevent overwriting concurrent changes. **Transactions:** use `ExecuteTransactionRequest` when multiple writes must all succeed or all fail. ### Azure Functions for Power Platform Use Azure Functions when a plug-in cannot handle the work: | Scenario | Reason | | --- | --- | | Long-running processing | Plug-in limit is 2 minutes | | Scheduled jobs | Timer trigger | | Event-driven from Service Bus / Event Hub | Queue / Event Hub trigger | | Complex transformations for custom connectors | HTTP trigger | Authenticate to Dataverse using a **managed identity** — no stored secrets: ```csharp var credential = new ManagedIdentityCredential(); var token = await credential.GetTokenAsync( new TokenRequestContext(new[] { $"{environmentUrl}/.default" })); // use token as Bearer in Dataverse Web API calls ``` ### Cloud flows — developer concerns | Concern | Practice | | --- | --- | | Avoid unnecessary runs | Set **trigger conditions** on Dataverse triggers | | Secrets | Store in **Azure Key Vault**; never inline | | Sensitive data | Mark inputs/outputs as **Secure** — not logged in run history | | Error handling | Use **Configure run after** (on failure/skipped) + Scope blocks (Try/Catch) | | Reusable logic | **Child flows** — package once, call from any parent (must be in a solution) | | Unattended identity | **Service principal** / Entra ID app registration | | Complex expressions | Workflow Definition Language (WDL): `coalesce()`, `if()`, `formatDateTime()`, `outputs()` | ``` // WDL expression in a Power Automate step coalesce(triggerOutputs()?['body/name'], 'Unnamed') ``` ### Flashcards — Extend the platform > **Q:** On an Update plug-in, you need the field value before it changed. What do you register? > **A:** A Pre Image. The `Target` only contains columns that were modified. > **Q:** You want to react to a record after it is saved and create a related record. Which stage? > **A:** Post-operation (stage 40). > **Q:** You need to validate and cancel an operation before the transaction even starts. Which stage? > **A:** Pre-validation (stage 10). > **Q:** A job will take 10 minutes. Plug-in or Azure Function? > **A:** Azure Function — plug-ins have a 2-minute execution limit. > **Q:** How should an Azure Function authenticate to Dataverse without storing credentials? > **A:** Managed identity. > **Q:** Where do you store secrets used by a cloud flow? > **A:** Azure Key Vault — retrieve at runtime, never inline. > **Q:** You hit a 429 response from the Dataverse API. What do you do? > **A:** Honor the `Retry-After` header and retry with exponential backoff. > **Q:** You want to call 500 Dataverse Create operations without 500 round trips. What do you use? > **A:** `ExecuteMultipleRequest` or `CreateMultiple`. --- ## 6. Develop integrations ### Sending Dataverse events out | Listener | Style | Use when | | --- | --- | --- | | Webhook | HTTP POST, can be synchronous | Real-time callout to your own API | | Azure Service Bus | Async, queued, reliable | Decoupled, durable messaging | | Azure Event Hub | Async, high-throughput | High-volume event streaming / telemetry | Register service endpoints in the **Plug-in Registration Tool**. From inside a plug-in, post the execution context directly: ```csharp var cloudService = (IServiceEndpointNotificationService) serviceProvider.GetService(typeof(IServiceEndpointNotificationService)); cloudService.Execute( new EntityReference("serviceendpoint", serviceEndpointId), context); ``` Webhooks support synchronous registration — they can affect the outcome of the Dataverse operation. Service Bus and Event Hub are always asynchronous. ### Keeping external systems in sync **Change tracking** — enable on a table and poll only records that changed since a stored token, instead of reading all rows every time: ```csharp var query = new RetrieveEntityChangesRequest { EntityName = "account", Columns = new ColumnSet("name", "revenue"), DataVersion = lastToken, // null on first run PageInfo = new PagingInfo { Count = 5000, PageNumber = 1 } }; var response = (RetrieveEntityChangesResponse)service.Execute(query); // store response.EntityChanges.DataToken for next run ``` **Alternate keys** — define a unique key on a business column (e.g., an external ID) so you can reference and upsert records without knowing the Dataverse GUID: ```csharp var account = new Entity("account", "external_id", "ACC-00421"); ``` **UpsertRequest** — insert if the record doesn't exist, update if it does — a single idempotent call: ```csharp var upsert = new UpsertRequest { Target = new Entity("account", "external_id", "ACC-00421") { ["name"] = "Contoso Ltd", ["revenue"] = new Money(2500000) } }; var resp = (UpsertResponse)service.Execute(upsert); bool created = resp.RecordCreated; ``` ### Flashcards — Integrations > **Q:** You need real-time, high-volume event streaming out of Dataverse to an analytics pipeline. > **A:** Azure Event Hub. > **Q:** An external system syncs records using its own IDs, not Dataverse GUIDs. How do you support this? > **A:** Alternate key (keyed on the external ID), plus UpsertRequest. > **Q:** Insert if new, update if it exists — one message, idempotent. > **A:** UpsertRequest. > **Q:** You want to pull only records that changed since your last sync, not the full table. > **A:** Change tracking with a stored data token. > **Q:** A webhook can run synchronously. What does that allow it to do that Service Bus cannot? > **A:** Affect the outcome of the Dataverse operation (block or modify it). --- ## Quick-reference cheat sheet Print this section and review it the night before your exam. | Scenario | Answer | | --- | --- | | Logic must run for every write path | **Plug-in** | | Need old field values on Update | **Pre Image** | | React after save / create related rows | **Post-operation** (stage 40) | | Cancel before transaction starts | **Pre-validation** (stage 10) | | Huge, flexible, non-relational data | **Elastic table** | | External system of record, real-time read | **Virtual table** | | Insert-or-update from outside Dataverse | **UpsertRequest + alternate key** | | Keep external store current efficiently | **Change tracking** | | Long-running or scheduled job | **Azure Function** (not a sync plug-in) | | Flow secrets | **Azure Key Vault** | | Unattended identity | **Service principal / managed identity** | | Business + Non-business connector together | **Blocked by DLP** | | Reusable named server-side operation | **Custom API** | | Shipping to production | **Managed solution** | | Config that differs per environment | **Environment variable** | | App is slow | Open **Monitor** | | Blue underline on a filter | **Delegation warning** (500 / 2000 row limit) | | PCF lifecycle order | **init → updateView → getOutputs → destroy** | | Too many API round trips | **ExecuteMultipleRequest / CreateMultiple** | | API returns 429 | **Retry-After** + exponential backoff | | Batch write must be atomic | **ExecuteTransactionRequest** | | Flow runs on wrong records | **Trigger conditions** | | Sensitive flow values in logs | **Mark inputs/outputs as Secure** | ## Free resources - [PL-400 free practice assessment](https://learn.microsoft.com/en-us/credentials/certifications/exams/pl-400/practice/assessment) - [Dataverse developer guide](https://learn.microsoft.com/en-us/power-apps/developer/data-platform/) - [ALM with solutions](https://learn.microsoft.com/en-us/power-platform/alm/overview-alm) - [Power Platform Build Tools](https://learn.microsoft.com/en-us/power-platform/alm/devops-build-tools) - [PCF overview](https://learn.microsoft.com/en-us/power-apps/developer/component-framework/overview) - [Plug-in development guide](https://learn.microsoft.com/en-us/power-apps/developer/data-platform/plug-ins)

The fulllibrary.

Power BI Data Modeling: Star Schemas, Relationships, and Date Tables

The full
library.