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How to Integrate Lovable with Canvas LMS

Connect Lovable to Canvas LMS by creating Supabase Edge Functions that proxy the Canvas REST API. Generate a Canvas API access token, store it in Cloud → Secrets, and write Edge Functions that fetch courses, assignments, submissions, and grades for authenticated users. Build custom student-facing dashboards, assignment trackers, or course progress tools that display Canvas data with a modern UI — without modifying the Canvas instance itself.

What you'll learn

  • How to generate a Canvas API access token and store it securely in Cloud → Secrets
  • How to write Edge Functions that query Canvas REST API endpoints for courses, assignments, and grades
  • How to build custom student dashboards and course progress views on top of Canvas data
  • How Canvas LTI (Learning Tools Interoperability) enables embedding Lovable apps inside Canvas courses
  • How to handle Canvas API pagination for large course enrollments or assignment lists
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Intermediate18 min read45 minutesEducationMarch 2026RapidDev Engineering Team
TL;DR

Connect Lovable to Canvas LMS by creating Supabase Edge Functions that proxy the Canvas REST API. Generate a Canvas API access token, store it in Cloud → Secrets, and write Edge Functions that fetch courses, assignments, submissions, and grades for authenticated users. Build custom student-facing dashboards, assignment trackers, or course progress tools that display Canvas data with a modern UI — without modifying the Canvas instance itself.

Build custom learning tools and dashboards connected to Canvas LMS

Canvas LMS powers learning at thousands of institutions worldwide, from community colleges to major research universities. While Canvas provides a capable built-in interface, educators and edtech developers often need custom tools that Canvas's own UI cannot provide: personalized student dashboards that aggregate progress across multiple courses, analytics views showing time-on-task patterns, specialized assignment feedback interfaces, interactive coding environments embedded within coursework, or mobile-first progress trackers designed for the students who actually use the platform.

Lovable enables developers and instructional designers to build these custom tools without infrastructure expertise. The Canvas REST API provides comprehensive read and write access to course data, enrollments, assignments, submissions, and grades. A Supabase Edge Function acts as the proxy between your Lovable frontend and the Canvas API — keeping your access token server-side while delivering Canvas data to your custom interface.

Two integration patterns are available depending on your goal. The first is a standalone Lovable app that displays Canvas data: students or instructors log in to the Lovable app, which fetches their Canvas data via Edge Functions and presents it in a custom interface. The second is LTI-based embedding: your Lovable app is registered as an External Tool in Canvas and launches directly inside a Canvas course page — students see it as a native part of the course without leaving Canvas. This guide covers both patterns, starting with the simpler standalone approach.

Integration method

Edge Function Integration

Canvas LMS integrates with Lovable through Supabase Edge Functions that call the Canvas REST API. Your Canvas API access token is stored in Cloud → Secrets and accessed via Deno.env.get(). The Edge Functions proxy Canvas API endpoints for courses, assignments, submissions, and grades, returning the data to your Lovable React frontend. For embedding Lovable apps inside Canvas itself, the LTI 1.3 protocol enables deep integration as a Canvas external tool.

Prerequisites

  • A Lovable account with an active Lovable Cloud project
  • Access to a Canvas LMS instance as an instructor, admin, or developer (your institution's Canvas account or a free Canvas Free-For-Teachers account)
  • A Canvas API access token generated from your Canvas Account Settings
  • Your Canvas instance's base URL (e.g., https://canvas.instructure.com or https://yourschool.instructure.com)
  • Basic familiarity with the Canvas REST API documentation at canvas.instructure.com/doc/api

Step-by-step guide

1

Generate a Canvas API access token

Canvas API access tokens are personal tokens that grant API access with the same permissions as your Canvas account. For a student app, a student-level token can read enrollments, grades, and assignments for that student. For an admin or reporting tool, an admin token provides broader access. To generate a token, log in to your Canvas instance. Click your profile icon in the top-right corner, then click 'Profile'. In the left sidebar, click 'Settings'. Scroll down to the 'Approved Integrations' section at the bottom of the page. Click '+ New Access Token'. Give it a name like 'Lovable App Integration' and optionally set an expiry date. Canvas generates a token and shows it once — copy it immediately to a safe location before closing the dialog. This token cannot be retrieved again; if you lose it, you must regenerate. Important security consideration: a personal access token has all the permissions of the account that created it. For production applications with many users, personal tokens are not the right approach — you should use Canvas's OAuth 2.0 flow so each user authenticates with their own account. However, for building and testing a custom tool, a personal token is the fastest path. For admin reporting tools where a single service account runs the queries, a service account token is the appropriate approach. Also note your Canvas instance URL. It will be something like https://yourinstitution.instructure.com or https://canvas.instructure.com if you use Instructure's hosted service. You will use this as the base URL for all Canvas API calls.

Pro tip: Set an expiry date on Canvas access tokens for security — a 90-day expiry is a reasonable default for development. Update the token in Cloud → Secrets before it expires to avoid service interruptions.

Expected result: You have a Canvas API access token copied to a safe location and your Canvas instance URL noted. The token grants API access with your Canvas account's permissions.

2

Store Canvas credentials in Cloud → Secrets

Store your Canvas API credentials in Lovable's Cloud Secrets panel so they are encrypted at rest and only accessible from Edge Functions. Canvas access tokens grant access to all courses and data your account can see — they must be treated with the same care as a password and never included in frontend code or Git commits. Click the '+' icon next to the Preview label in the Lovable editor to open the Cloud panel. Click the 'Secrets' tab. Add the following secrets: - Name: CANVAS_API_URL — Value: your Canvas instance's base URL followed by /api/v1 (e.g., https://yourschool.instructure.com/api/v1). Include the /api/v1 path — all Canvas REST API endpoints are rooted here. - Name: CANVAS_API_TOKEN — Value: the access token you generated in Step 1 (the long alphanumeric string) For applications where individual users authenticate with their own Canvas accounts via OAuth 2.0, you would also store: - Name: CANVAS_CLIENT_ID — Value: your Canvas Developer Key ID - Name: CANVAS_CLIENT_SECRET — Value: your Canvas Developer Key secret For the personal token approach (this guide), only CANVAS_API_URL and CANVAS_API_TOKEN are needed. The Edge Functions will include the token as an Authorization header on every Canvas API request. After adding the secrets, verify they appear in the Secrets list with masked values. The CANVAS_API_URL should end in /api/v1 — if you include a trailing slash, the URL construction in Edge Functions must account for this.

Pro tip: Test your token by making a manual request before building Edge Functions: in your browser, go to https://your-canvas-url/api/v1/courses?access_token=YOUR_TOKEN. If you see a JSON array of courses, the token is working correctly.

Expected result: CANVAS_API_URL and CANVAS_API_TOKEN secrets are stored in Cloud → Secrets. Edge Functions can access these via Deno.env.get().

3

Create a Canvas API proxy Edge Function

The core Edge Function for Canvas integration is a flexible proxy that accepts a Canvas API endpoint path and optional query parameters, appends the authorization header, and returns the Canvas API response. Having a single general-purpose proxy function is useful during development because you can explore Canvas API endpoints without deploying a new Edge Function for each one. For production applications, create specific Edge Functions for each use case (get-courses, get-assignments, get-grades) that validate inputs, limit the data returned, and document exactly which Canvas API endpoints they use. This is more maintainable and more secure than a general-purpose proxy. The general-purpose proxy below is appropriate for prototyping. Notice the allowlist of permitted paths — this prevents the proxy from being used to access Canvas API endpoints outside your intended scope if the Edge Function URL is ever discovered. Canvas API responses use pagination: large result sets are split across multiple pages, with navigation links in the response Link header. The Edge Function handles the first page by default. For fetching all items across multiple pages, implement a follow-links loop or increase the per_page parameter (Canvas allows up to 100 items per page).

Lovable Prompt

Create a Supabase Edge Function at supabase/functions/canvas-api/index.ts that proxies Canvas API requests. Read CANVAS_API_URL and CANVAS_API_TOKEN from Deno.env.get. Accept a POST request with 'path' (Canvas API path like /courses or /users/self/courses) and optional 'params' object for query parameters. Construct the full URL, add the authorization header, make the GET request to Canvas, and return the JSON response. Include path allowlisting for security and CORS headers.

Paste this in Lovable chat

supabase/functions/canvas-api/index.ts
1// supabase/functions/canvas-api/index.ts
2const corsHeaders = {
3 'Access-Control-Allow-Origin': '*',
4 'Access-Control-Allow-Headers': 'authorization, x-client-info, apikey, content-type',
5};
6
7// Allowlist of Canvas API paths this proxy will serve
8const ALLOWED_PATH_PREFIXES = [
9 '/courses',
10 '/users/self',
11 '/users/self/courses',
12 '/users/self/enrollments',
13 '/calendar_events',
14 '/planner/items',
15];
16
17Deno.serve(async (req) => {
18 if (req.method === 'OPTIONS') return new Response('ok', { headers: corsHeaders });
19
20 try {
21 const { path, params = {} } = await req.json();
22
23 const allowed = ALLOWED_PATH_PREFIXES.some(prefix => path.startsWith(prefix));
24 if (!allowed) {
25 return new Response(JSON.stringify({ error: `API path '${path}' is not allowed` }), {
26 status: 400,
27 headers: { ...corsHeaders, 'Content-Type': 'application/json' },
28 });
29 }
30
31 const baseUrl = Deno.env.get('CANVAS_API_URL')!;
32 const token = Deno.env.get('CANVAS_API_TOKEN')!;
33
34 const queryString = new URLSearchParams({
35 per_page: '50',
36 ...params,
37 }).toString();
38
39 const url = `${baseUrl}${path}?${queryString}`;
40
41 const response = await fetch(url, {
42 headers: {
43 Authorization: `Bearer ${token}`,
44 'Content-Type': 'application/json',
45 },
46 });
47
48 if (!response.ok) {
49 const errorText = await response.text();
50 console.error(`Canvas API error (${response.status}):`, errorText);
51 return new Response(JSON.stringify({ error: `Canvas API error: ${response.status}` }), {
52 status: response.status,
53 headers: { ...corsHeaders, 'Content-Type': 'application/json' },
54 });
55 }
56
57 const data = await response.json();
58 // Include pagination link header for frontend to handle multi-page results
59 const linkHeader = response.headers.get('Link') || '';
60 return new Response(JSON.stringify({ data, linkHeader }), {
61 headers: { ...corsHeaders, 'Content-Type': 'application/json' },
62 });
63 } catch (error) {
64 console.error('Canvas proxy error:', error);
65 return new Response(JSON.stringify({ error: String(error) }), {
66 status: 500,
67 headers: { ...corsHeaders, 'Content-Type': 'application/json' },
68 });
69 }
70});

Pro tip: The Canvas API includes a Link header with rel='next' pagination links. Include this in the Edge Function response so the frontend knows whether there are more pages of results to fetch.

Expected result: The canvas-api Edge Function is deployed. A test call with path '/users/self/courses' returns the list of courses for the Canvas account associated with the stored access token.

4

Create specialized Edge Functions for assignments and grades

For a complete learning dashboard, you need to fetch not just courses but also assignments, submissions, and grades. The Canvas API provides separate endpoints for each, and a well-designed Lovable app typically calls multiple endpoints and combines the data in a single dashboard view. Rather than making three separate Edge Function calls from the frontend, create a canvas-dashboard Edge Function that calls multiple Canvas endpoints in parallel using Promise.all and returns a combined response. This reduces the number of network round trips and improves dashboard load time. The combined endpoint below fetches the user's active enrollments (which include grade summaries), upcoming assignments from the planner, and a list of active courses — all in parallel. The frontend receives everything it needs for the dashboard in a single Edge Function call. For instructor tools that need access to all students' submissions for an assignment, use the Canvas API's /courses/{id}/assignments/{id}/submissions endpoint. This requires instructor-level access and returns submission status, submitted_at timestamps, scores, and attached files for all enrolled students.

Lovable Prompt

Create a Supabase Edge Function at supabase/functions/canvas-dashboard/index.ts that fetches multiple Canvas API resources in parallel: the user's current enrollments (with grade information), upcoming planner items for the next 14 days, and a list of active courses. Use Promise.all to run all three Canvas API requests simultaneously. Combine the results and return as a single JSON response with keys: enrollments, plannerItems, and courses. Use the CANVAS_API_URL and CANVAS_API_TOKEN secrets.

Paste this in Lovable chat

supabase/functions/canvas-dashboard/index.ts
1// supabase/functions/canvas-dashboard/index.ts
2const corsHeaders = {
3 'Access-Control-Allow-Origin': '*',
4 'Access-Control-Allow-Headers': 'authorization, x-client-info, apikey, content-type',
5};
6
7async function canvasFetch(baseUrl: string, token: string, path: string, params: Record<string, string> = {}) {
8 const qs = new URLSearchParams({ per_page: '50', ...params }).toString();
9 const res = await fetch(`${baseUrl}${path}?${qs}`, {
10 headers: { Authorization: `Bearer ${token}` },
11 });
12 if (!res.ok) throw new Error(`Canvas ${path} returned ${res.status}`);
13 return res.json();
14}
15
16Deno.serve(async (req) => {
17 if (req.method === 'OPTIONS') return new Response('ok', { headers: corsHeaders });
18
19 try {
20 const baseUrl = Deno.env.get('CANVAS_API_URL')!;
21 const token = Deno.env.get('CANVAS_API_TOKEN')!;
22
23 const today = new Date().toISOString().split('T')[0];
24 const twoWeeks = new Date(Date.now() + 14 * 24 * 60 * 60 * 1000).toISOString().split('T')[0];
25
26 const [enrollments, plannerItems, courses] = await Promise.all([
27 canvasFetch(baseUrl, token, '/users/self/enrollments', { state: 'active', include: 'grades' }),
28 canvasFetch(baseUrl, token, '/planner/items', { start_date: today, end_date: twoWeeks }),
29 canvasFetch(baseUrl, token, '/users/self/courses', { enrollment_state: 'active', include: 'total_scores' }),
30 ]);
31
32 return new Response(JSON.stringify({ enrollments, plannerItems, courses }), {
33 headers: { ...corsHeaders, 'Content-Type': 'application/json' },
34 });
35 } catch (error) {
36 console.error('Canvas dashboard error:', error);
37 return new Response(JSON.stringify({ error: String(error) }), {
38 status: 500,
39 headers: { ...corsHeaders, 'Content-Type': 'application/json' },
40 });
41 }
42});

Pro tip: Add the 'include=total_scores' and 'include=grades' parameters to the courses and enrollments requests — Canvas omits grade data from the default response to improve performance. You must explicitly request it.

Expected result: The canvas-dashboard Edge Function returns combined course, enrollment, and planner data in a single response. All three Canvas API calls execute in parallel, keeping the total response time under the slowest individual call.

5

Build the student dashboard UI and explore LTI embedding

With the Canvas API Edge Functions deployed, build the Lovable frontend components that display the data. Open Lovable's chat and describe the dashboard layout you want. Lovable will generate React components that call your canvas-dashboard Edge Function and render the results. For the student dashboard, a typical layout includes: a header with the student's name from the Canvas user object, a row of course cards each showing the course name and current grade, and a section listing upcoming assignments sorted by due date. Each assignment card can show the assignment name, course name, points possible, and days until due with color coding (green for more than 7 days, yellow for 3-7 days, red for less than 3 days). For LTI-based embedding inside Canvas — where your Lovable app appears as a native tool within a Canvas course — the setup requires additional steps beyond what this guide covers fully. At a high level: you register your Lovable app's deployed URL as an External Tool in Canvas (via Settings → Apps → View App Configurations → +App). Canvas will launch your app via an HTTP POST with an LTI launch payload containing the user's Canvas ID, course context, and assignment context. Your Lovable app receives this payload in an Edge Function and uses it to identify the student and the Canvas context without requiring them to log in separately. For institutions implementing full LTI 1.3 (which is required for new integrations), the configuration involves public/private key pairs and a Canvas developer key registration. RapidDev's team has experience implementing LTI 1.3 integrations for Lovable apps deployed inside Canvas, Moodle, and Blackboard LMS platforms.

Lovable Prompt

Build a student dashboard page that calls the canvas-dashboard Edge Function on load. Display a header with 'Welcome back' and the student's name. Show enrolled courses as cards in a grid — each card shows the course name, current grade percentage with a color indicator (green above 80%, yellow 60-80%, red below 60%), and the course instructor. Below the course cards, show an upcoming assignments timeline for the next 14 days with each assignment's name, course name, point value, and due date formatted as 'Due Mon Jan 13'. Sort by due date, earliest first.

Paste this in Lovable chat

Pro tip: Canvas grade percentages are available in the enrollment's grades.current_score field — include the 'include=grades' parameter in the enrollments API call to receive this data.

Expected result: The student dashboard page displays real Canvas course data with current grades. The upcoming assignments section shows assignments from all courses sorted by due date. The layout is responsive and works on mobile devices.

Common use cases

Student course progress dashboard

Build a personalized dashboard for students showing their current grades, upcoming assignments, and course progress across all enrolled courses in one view. Canvas's built-in dashboard shows course cards but lacks the at-a-glance grade and deadline summary that students most need. A Lovable-built dashboard can display exactly this information with a visual design optimized for mobile use.

Lovable Prompt

Create a student dashboard page that calls Canvas API Edge Functions to fetch all courses the current user is enrolled in, their current grade in each course, and all assignments due in the next 14 days across all courses. Display courses as cards with their current grade prominently shown. Below the cards, show an upcoming assignments timeline sorted by due date with assignment name, course name, and points possible.

Copy this prompt to try it in Lovable

Assignment submission tracker for instructors

Instructors often need to quickly see submission rates for an assignment — how many students submitted on time, how many submitted late, and how many have not submitted yet. Canvas's SpeedGrader shows this but requires clicking through each student. A Lovable dashboard can show this at a glance for all assignments in a course.

Lovable Prompt

Build an instructor dashboard that shows a selected course's assignments and for each assignment: total enrolled students, number who submitted on time, number who submitted late, number with no submission, and percentage graded. Allow filtering to show only ungraded assignments. Fetch this data from Canvas API Edge Functions using the course ID and assignment list endpoints.

Copy this prompt to try it in Lovable

Interactive coding environment embedded in a Canvas course

For computer science courses, Canvas lacks a built-in code editor for students to complete coding assignments. A Lovable-built interactive coding environment registered as an LTI External Tool launches inside the Canvas assignment page. Students write and run code, the Lovable app submits their solution via the Canvas API, and the instructor grades it from SpeedGrader — all within the Canvas workflow.

Lovable Prompt

Build an LTI-compatible coding assignment tool. When launched from Canvas via LTI, show a code editor using a Monaco editor component, a Run button that executes the code in a sandboxed environment, and a Submit button that sends the student's code as a text submission to the Canvas assignment via the Canvas API submissions endpoint. Display the Canvas assignment instructions above the editor by fetching them from the Canvas API.

Copy this prompt to try it in Lovable

Troubleshooting

Canvas API returns 401 Unauthorized even though the token looks correct

Cause: The Canvas access token has expired, been revoked, or the CANVAS_API_TOKEN secret has extra whitespace. Canvas personal access tokens can have optional expiry dates — if you set one when creating the token, it may have passed.

Solution: Log in to Canvas → Account → Profile → Settings → Approved Integrations. Check whether the token you are using is still listed and has not expired. If expired, generate a new token and update the CANVAS_API_TOKEN secret in Cloud → Secrets. If the token is still valid in Canvas but the API is returning 401, delete and re-add the CANVAS_API_TOKEN secret to ensure there are no whitespace characters in the stored value.

Edge Function returns Canvas data but grades are null or missing from course cards

Cause: Canvas does not include grade data in the default courses or enrollments response — grade information is optional and must be explicitly requested by adding 'include=grades' or 'include=total_scores' to the Canvas API request parameters.

Solution: Update the Edge Function to include the grades parameter in the Canvas API call. For the /users/self/enrollments endpoint, add '?include[]=grades'. For the /users/self/courses endpoint, add '?include[]=total_scores'. The canvas-dashboard Edge Function in Step 4 already includes these parameters — verify that your Edge Function matches this pattern.

typescript
1// Add includes to Canvas API fetch calls:
2canvasFetch(baseUrl, token, '/users/self/enrollments', { state: 'active', 'include[]': 'grades' })
3canvasFetch(baseUrl, token, '/users/self/courses', { enrollment_state: 'active', 'include[]': 'total_scores' })

Canvas API returns only the first 10 results even though there are more courses or assignments

Cause: Canvas API endpoints paginate results with a default page size of 10 items. Results beyond the first page require following the 'next' link from the Link response header.

Solution: Add per_page=100 to your Canvas API requests to get up to 100 items per page (Canvas's maximum). For truly large datasets (institutions with 100+ courses), implement pagination by checking the Link header in the Edge Function response for a 'rel="next"' URL and fetching additional pages. The canvas-api Edge Function in Step 3 passes the Link header back to the frontend for pagination handling.

Canvas API calls work in development but fail after deploying with CORS errors

Cause: This should not happen with the Edge Function proxy pattern — CORS errors for Canvas API calls mean the frontend is calling the Canvas API directly rather than through the Edge Function. Direct browser-to-Canvas API calls are blocked by CORS unless the Canvas instance explicitly allows your domain.

Solution: Verify that all Canvas API calls in your Lovable frontend go through supabase.functions.invoke('canvas-api', ...) rather than directly to the Canvas API URL. If you see calls to yourschool.instructure.com in browser developer tools' network tab (rather than calls to your Supabase project URL), the code is calling Canvas directly and needs to be routed through the Edge Function proxy.

Best practices

  • Never call the Canvas REST API directly from your React frontend — always proxy through Edge Functions. Canvas API tokens grant significant data access, and exposing them client-side would allow any user of your app to access all the data your token can reach.
  • Use per_page=100 in all Canvas API requests to minimize the number of API calls needed for typical course loads — Canvas defaults to 10 items per page, which would require 10 requests to load 100 courses.
  • For production apps serving many students, cache Canvas API responses in Supabase with a short TTL (5-15 minutes) rather than fetching from Canvas on every page load — Canvas has API rate limits per access token, and caching prevents hitting them on popular apps.
  • Use Canvas API OAuth 2.0 (not personal access tokens) for any app used by more than a handful of people — personal tokens impersonate a specific account and create a dependency on that account remaining active, while OAuth lets each user authenticate with their own Canvas identity.
  • Include error handling for Canvas API-specific error codes: 401 means the token expired, 403 means the token lacks permission for the requested resource, and 404 means the course or assignment no longer exists. Show meaningful messages for each case rather than generic error messages.
  • Test your Canvas integration against a Canvas test or beta environment before connecting to a production Canvas instance — most Canvas institutions provide a test environment at test.instructure.com or beta.instructure.com with sandboxed data.
  • For LTI-embedded Lovable apps inside Canvas, implement the LTI launch validation carefully — malicious actors can craft fake LTI launch requests. Always verify the OAuth signature on the LTI launch POST before trusting the user context provided.

Alternatives

Frequently asked questions

Can I submit assignments and grades to Canvas from a Lovable app?

Yes. The Canvas REST API supports write operations including submitting assignments on behalf of students (POST to /courses/{course_id}/assignments/{assignment_id}/submissions) and grading submissions with rubric data (PUT to /courses/{course_id}/assignments/{assignment_id}/submissions/{user_id}/rubric_assessments). These write operations require appropriate Canvas permissions — student-level access for submissions, instructor access for grading. Create separate write Edge Functions with Supabase JWT verification to ensure only authorized users can submit or grade.

What is the difference between Canvas personal access tokens and OAuth 2.0 for this integration?

A personal access token acts as the specific Canvas user who created it — all API calls appear to come from that user's account. This works well for admin dashboards where a service account runs queries, but is inappropriate for student-facing apps because all students would be reading data through the admin's account. Canvas OAuth 2.0 lets each user authenticate with their own Canvas account, so the API calls respect each user's actual enrollment and permission level. For production apps, OAuth 2.0 is the correct approach — it requires registering a Canvas Developer Key in the Canvas admin console.

Can my Lovable app appear as a native tool inside a Canvas course?

Yes, through Canvas's LTI (Learning Tools Interoperability) integration. Your deployed Lovable app URL is registered as an External Tool in Canvas with an LTI configuration. When students click the tool link inside a Canvas course, Canvas sends an LTI launch request to your app with the student's Canvas ID, course context, and assignment context encoded in a signed payload. A Supabase Edge Function validates the LTI signature and extracts the context, enabling your app to display the right content for that student without requiring a separate login.

Does Canvas API have rate limits that could affect a classroom-scale Lovable app?

Yes. Canvas enforces rate limits per access token: approximately 700 requests per 10-minute window for most Canvas instances. For a class of 30 students simultaneously loading a dashboard that makes 3 API calls each, you would make 90 requests nearly simultaneously — well within limits. For larger deployments (hundreds of students accessing the app at peak load), implement response caching in Supabase and ensure your Edge Functions do not make redundant Canvas API calls. Canvas also has 'cost' per API endpoint — expensive endpoints like large submission lists count more than simple course lookups.

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