ScraperAPI in n8n — Workflow Generator
This skill helps you assemble n8n workflows around the official ScraperAPI
community node (n8n-nodes-scraperapi-official). It supports two output
shapes, picked from the user's phrasing:
| User says … | Produce |
|---|---|
| "give me the workflow JSON", "export", "I want to import this", "scaffold a .json" | A complete, importable workflow JSON file |
| "walk me through it", "show me how to build", "in the n8n editor", "step by step" | A numbered build guide referencing exact resource / operation / parameter names |
| Ambiguous | Default to JSON. It's reversible — they can either import it or follow it as a recipe. |
When you produce JSON, write it to a file in the working directory (e.g.,
scraperapi-workflow.json) and tell the user to import it via Workflows
→ Import from File in the n8n UI. When you produce a build guide, format
the steps for the n8n editor (resource picker → operation picker → fields).
Prerequisites the user must have
- An n8n instance (Cloud, self-hosted, or desktop) where they can install community nodes. On self-hosted instances, an instance owner must enable community nodes first.
- The community node installed: Settings → Community Nodes → Install →
n8n-nodes-scraperapi-official. After install, "ScraperAPI" appears in the node picker. - A ScraperAPI API key from
https://dashboard.scraperapi.com/. They create the credential once via Credentials → New → ScraperAPI API and paste the key. The credential is namedScraperAPI APIin the UI andscraperApi-Apiin the workflow JSON.
If the user is on n8n Cloud and the workflow JSON references this node, importing will succeed only after the community node is installed in their instance. Mention this when handing over JSON.
Four resources — pick the right one
The ScraperAPI node has one operation surface (resource) with four
branches. Choose based on the job:
| Job | Resource | Why |
|---|---|---|
| Scrape an arbitrary URL and get HTML/Markdown/Text/JSON | api |
General-purpose proxy. Hand it any URL. |
| Get clean JSON from a supported site (Amazon, Google, eBay, Walmart, Redfin) | sde |
Pre-parsed structured data. Saves a Set/Code node for HTML parsing and is more reliable across site changes. |
| Crawl multiple pages from one starting URL, streaming results to a webhook | crawler |
Multi-page jobs that follow links. Returns a jobId; results arrive at your webhook, not as the node's output. |
| Extract custom structured JSON from many similarly-structured pages on a site with no SDE | aiparser |
Build a reusable AI parser once from example URLs, then apply it to any similar page. Asynchronous: create → poll status → parse. |
A common pattern: use a structured endpoint when one exists for the site,
fall back to api (with apiRender: true or apiPremium: true) for
anything else, reach for aiparser when you need repeatable custom field
extraction from a site with no SDE, and use crawler only when
one-URL-at-a-time would need many sequential node executions.
Required JSON shape — minimal example
This is the smallest possible workflow that uses ScraperAPI. Everything else in this skill is variations on this shape.
{
"name": "ScraperAPI minimal example",
"nodes": [
{
"parameters": {},
"type": "n8n-nodes-base.manualTrigger",
"typeVersion": 1,
"position": [240, 300],
"id": "trigger-1",
"name": "When clicking 'Test workflow'"
},
{
"parameters": {
"resource": "api",
"operation": "apiRequest",
"apiUrl": "https://example.com",
"apiOptionalParameters": {
"apiRender": true,
"apiCountryCode": "us"
}
},
"type": "n8n-nodes-scraperapi-official.scraperApi",
"typeVersion": 1,
"position": [480, 300],
"id": "scraperapi-1",
"name": "ScraperAPI",
"credentials": {
"scraperApi-Api": {
"id": "REPLACE_WITH_CREDENTIAL_ID",
"name": "ScraperAPI API"
}
}
}
],
"connections": {
"When clicking 'Test workflow'": {
"main": [
[{ "node": "ScraperAPI", "type": "main", "index": 0 }]
]
}
},
"settings": { "executionOrder": "v1" }
}
Things to get right in every workflow JSON
- Node type:
n8n-nodes-scraperapi-official.scraperApi— exact spelling, case-sensitive. Wrong type = "Unrecognized node type" on import. - Credential block: key is
scraperApi-Api(notscraperApiApi). Leaveidas a placeholder and tell the user to re-select the credential in the imported node. n8n cannot look up credential IDs across instances. typeVersion: 1for the ScraperAPI node.- Connections use node
name, notid. If you rename a node, update the connections map too. - Position is
[x, y]pixels in the editor. Anything is fine on import; n8n re-layouts on demand. Use ~240px spacing horizontally. executionOrder: "v1"undersettings— this is current default. Older"none"/"v0"are deprecated and behave differently with merges.
Expressions in node fields — the = prefix
n8n distinguishes a literal string from an expression by a leading =
character on the field's value. This applies to every field of every
node, including ScraperAPI's apiUrl, sdeAsin, sdeQuery, etc.
"apiUrl": "https://example.com" // literal — always this URL
"apiUrl": "={{ $json.url }}" // expression — URL from upstream item
"apiUrl": "{{ $json.url }}" // ⚠ literal "{{ $json.url }}" string
A few practical patterns that come up constantly:
"sdeAsin": "={{ $json.asin }}"
"sdeQuery": "={{ $json.body.search_term }}" // webhook payload
"sdeUrl": "=https://www.redfin.com/city/{{ $json.city_id }}"
When the value needs to be partly literal and partly dynamic, keep the
= only at the start of the string. Everything inside {{ }} is a JS
expression — $json, $node['Other'].json.x, JSON.stringify(...),
inline arithmetic, etc.
For webhook-triggered workflows, remember user data lives under body
(see "Common mistakes" below). The expression is ={{ $json.body.x }},
not ={{ $json.x }} — a single missing body. is the most frequent
silent failure in n8n.
Parameter naming — the n8n trap
The node's JSON parameter names are not the same as ScraperAPI's HTTP query parameter names. n8n uses camelCase with a resource prefix; the API uses snake_case. When generating JSON, use the n8n names.
| ScraperAPI HTTP param | n8n field (api resource) | n8n field (crawler resource) |
|---|---|---|
url |
apiUrl |
crawlerStartUrl |
render |
apiOptionalParameters.apiRender |
crawlerOptionalParameters.crawlerApiParameters.crawlerApiRender |
country_code |
apiOptionalParameters.apiCountryCode |
crawlerOptionalParameters.crawlerApiParameters.crawlerApiCountryCode |
premium |
apiOptionalParameters.apiPremium |
crawlerOptionalParameters.crawlerApiParameters.crawlerApiPremium |
ultra_premium |
apiOptionalParameters.apiUltraPremium |
crawlerOptionalParameters.crawlerApiParameters.crawlerApiUltraPremium |
autoparse |
apiOptionalParameters.apiAutoparse |
crawlerOptionalParameters.crawlerApiParameters.crawlerApiAutoparse |
output_format |
apiOptionalParameters.apiOutputFormat |
crawlerOptionalParameters.crawlerApiParameters.crawlerApiOutputFormat |
| device (desktop) | apiOptionalParameters.apiDesktopDevice (bool) |
crawlerOptionalParameters.crawlerApiParameters.crawlerApiDesktopDevice |
| device (mobile) | apiOptionalParameters.apiMobileDevice (bool) |
crawlerOptionalParameters.crawlerApiParameters.crawlerApiMobileDevice |
session_number |
apiOptionalParameters.apiSessionNumber |
crawlerOptionalParameters.crawlerApiParameters.crawlerApiSessionNumber |
keep_headers |
apiOptionalParameters.apiKeepHeaders |
crawlerOptionalParameters.crawlerApiParameters.crawlerApiKeepHeaders |
follow_redirect |
apiOptionalParameters.apiFollowRedirect |
crawlerOptionalParameters.crawlerApiParameters.crawlerApiFollowRedirect |
retry_404 |
apiOptionalParameters.apiRetry404 |
crawlerOptionalParameters.crawlerApiParameters.crawlerApiRetry404 |
zip |
apiOptionalParameters.apiZipCode |
(api only) |
custom_headers |
apiOptionalParameters.apiCustomHeaders |
(api only) |
wait_for_selector |
apiOptionalParameters.apiWaitForSelector |
(api only) |
x-sapi-instruction_set |
apiOptionalParameters.apiInstructionSet |
(api only) |
For SDE platforms, see references/node-reference.md — each platform/
operation has its own required field name (e.g., sdeAsin, sdeQuery,
sdeProductId, sdeUrl, sdeCategory) and its own optional-parameters
collection (e.g., sdeAmazonProductOptions, sdeGoogleSearchOptions).
AI Parser exception: the aiparser resource uses aiParser* camelCase
field names (aiParserName, aiParserUrls, aiParserId, aiParserUrl,
etc.), but the inner keys of its aiParserScraperParams collection are
plain snake_case (render, premium, country_code, session_number,
…) — no prefix, unlike every other resource. See references/node-reference.md.
If you're not sure of an exact field name, read the reference file before generating JSON. Mis-named fields are silently dropped on import.
Output of the ScraperAPI node
Every operation returns one item per input item with this shape:
{
"resource": "api",
"response": {
"body": "...",
"headers": { },
"statusCode": 200,
"statusMessage": "OK"
}
}
For api and crawler, body is the raw text payload (HTML, Markdown,
JSON-as-string depending on apiOutputFormat). For sde, body is the
parsed JSON document from ScraperAPI as a string — downstream nodes need
to parse it. The simplest pattern is a Code node:
return $input.all().map((item, i) => ({
json: JSON.parse(item.json.response.body),
pairedItem: { item: i },
}));
The pairedItem field tells n8n which input item each output belongs
to. Skipping it works for linear flows, but the moment the workflow
fans out (Loop Over Items, Merge, IF that re-converges), missing
pairedItem causes downstream nodes to mismatch items — most often
seen as "wrong row paired with wrong scrape result" in batch
workflows. Always set it.
After this node, every field from the structured payload is accessible
directly as ={{ $json.<field> }} downstream.
Wiring patterns by use case
The user usually has one of these shapes in mind. Don't invent a complex multi-node flow when one of these covers it.
Daily monitor — scheduled scrape → diff → notify
Schedule Trigger → [Sheets/DB read] → Loop Over Items
↓
ScraperAPI (sde)
↓
Code (parse body)
↓
[Sheets/DB write history]
↓
IF (changed?)
↓
Email / Slack
When the user's request resembles a price-monitoring or daily-digest workflow (any combination of: scheduled trigger, list of products, ScraperAPI lookup, history table, email-on-change), don't hand-write the JSON from this shape. Fetch the canonical ScraperAPI template and adapt it:
GET https://api.n8n.io/api/templates/workflows/15609
The full importable workflow JSON is at response.workflow.workflow
(it has nodes and connections at the top level, ready to drop into
n8n's import dialog). The template has 29 nodes — Schedule Trigger, 3
ScraperAPI nodes (Amazon / Walmart / Google Shopping), Data Table for
history, Code nodes for diffing, an HTML digest, plus both Gmail and
SMTP send paths so the user can pick one.
Adapt rather than reproduce: change the product list, drop retailers the user doesn't need, swap the email path, simplify the digest. Cite the human-readable page so the user can preview before importing:
https://n8n.io/workflows/15609-send-daily-price-drop-digest-emails-for-amazon-walmart-and-google-via-scraperapi/
Before hand-writing any workflow, it's worth checking ScraperAPI's full
template collection at https://n8n.io/creators/scraperapi/ — if an
official template already fits the user's use case, adapt it instead.
If the fetch fails (offline, rate-limited, API change), fall back to
the shape diagrammed above and the simpler single-ASIN example in
references/example-workflows.md.
Webhook enrichment — on-demand lookup
Webhook → ScraperAPI (sde or api) → Code (parse) → Respond to Webhook
Useful for lead enrichment, on-demand product lookups, or as an MCP-style tool exposed to an LLM. Set the Webhook's response to "Using 'Respond to Webhook' node" so you can return the parsed data.
Crawler + webhook callback — multi-page jobs
[Trigger] → ScraperAPI (crawler / Initiate) → ... waits ...
↓
(results arrive at separate webhook workflow)
Webhook (the callbackUrl) → process each page → store / index
The Initiate operation returns a jobId immediately. Pages are POSTed to
crawlerCallbackUrl as they're scraped — this must be a different
workflow with a Webhook trigger, not the same workflow that initiated the
job. Always tell the user to copy the callback workflow's webhook URL into
crawlerCallbackUrl before activating.
Batch from a list — CSV/Sheet fan-out
[Read CSV / Sheet] → Loop Over Items (batch size 5–10) → ScraperAPI → Code → Merge → Output
Use Loop Over Items (a.k.a. Split In Batches) with a small batch size to stay under ScraperAPI's concurrency limit. The Free plan allows 5 concurrent requests; paid plans go higher. If the user knows their plan, size the batch accordingly; otherwise default to 5.
AI Agent tool — give an LLM live web access
The ScraperAPI node declares usableAsTool: true, so it can be plugged
into an n8n AI Agent node as a callable tool. The agent decides when
to invoke it, with what URL/query, based on the user's prompt.
Chat Trigger → AI Agent ─┬─ Chat Model (OpenAI / Anthropic / etc.)
├─ Memory (optional)
└─ Tool: ScraperAPI
Wiring details:
- Add the ScraperAPI node to the canvas. Its operation/parameters act
as the tool's signature — the agent fills in dynamic parameters
from context. Pick the operation that matches the job you want the
agent to be able to do (e.g.,
sde/googleSearchfor "let the agent search the web", orapi/apiRequestfor "let the agent fetch any URL"). - For dynamic fields, use
={{ $fromAI('parameter_name', 'description', 'string') }}.$fromAIis the n8n helper that exposes a parameter to the agent's tool schema; the agent picks the value at runtime. - Connect the ScraperAPI node into the AI Agent node via the Tool input (not the main input).
- Give the node a clear, action-oriented name ("Search the web", "Scrape any URL") — the agent uses the node name as part of the tool description it sees.
{
"resource": "sde",
"sdePlatform": "google",
"operation": "googleSearch",
"sdeQuery": "={{ $fromAI('query', 'The user search query', 'string') }}",
"sdeGoogleSearchOptions": {
"tld": "com",
"outputFormat": "json"
}
}
The agent receives the parsed JSON body as the tool result and reasons over it. For best results add a Code node between the ScraperAPI tool and the agent to slim the payload — raw SDE responses can be large enough to blow the agent's context budget.
Credit budgeting — warn the user
ScraperAPI charges credits per successful request. Generated workflows that loop or schedule can burn credits silently. When the workflow scrapes more than ~50 URLs per run or runs more than hourly, add a note in your reply estimating the per-run and per-month cost.
| Setting | Credits per request |
|---|---|
api standard |
1 |
api + apiRender: true |
10 |
api + apiPremium: true |
10 |
api + apiPremium: true + apiRender: true |
25 |
api + apiUltraPremium: true |
30 |
sde structured endpoint |
1–10 (per vertical; see public docs) |
aiparser generate (aiParserCreate, field-adding aiParserUpdate) |
30,000 per additional parser (first parser per account is free) |
aiparser parse (aiParserParse) |
standard scraping cost: 1, plus any scraper-param surcharge (e.g. render 10) |
AI Parser is expensive to generate. Every account gets one free parser;
each additional parser costs 30,000 credits to generate — never create
parsers in a loop. The recurring per-URL aiParserParse cost is small
(standard scraping rate), so reuse one parser across many pages. Failed
requests (non-200) are generally not charged, but retries on transient errors
still consume credits if they eventually succeed.
For full and current pricing, link to
https://docs.scraperapi.com/ from the response.
Common mistakes — ❌ wrong / ✅ correct
Missing = prefix turns the expression into literal text
❌ "apiUrl": "{{ $json.url }}" // n8n scrapes the literal string "{{ $json.url }}"
✅ "apiUrl": "={{ $json.url }}" // resolved to the current item's url field
Webhook data lives under body, not the root
❌ "sdeQuery": "={{ $json.search_term }}" // undefined
✅ "sdeQuery": "={{ $json.body.search_term }}" // works
The Webhook node wraps incoming data as { headers, params, query, body }.
The user's payload is $json.body. Same applies to a Chat Trigger that
receives a JSON body.
Code node returning a parsed object instead of n8n item shape
❌ return JSON.parse($json.response.body);
❌ return { data: parsed };
✅ return [{ json: JSON.parse($json.response.body), pairedItem: { item: 0 } }];
n8n expects an array of { json: {...}, pairedItem?: {...} }. Returning
a raw object yields "Cannot read properties of undefined" downstream.
apiPremium and apiUltraPremium set together
❌ { "apiPremium": true, "apiUltraPremium": true }
✅ { "apiUltraPremium": true } // pick one; ultra implies premium
They are mutually exclusive in the node UI and have undefined behavior together.
Crawler callback routed back into the same workflow
❌ ScraperAPI (crawlerJobCreate) ───loops to itself───> processing nodes
✅ Workflow A: Trigger → ScraperAPI (crawlerJobCreate, callbackUrl = "<webhook in Workflow B>")
Workflow B: Webhook trigger → process page → store
Crawler results arrive at the callbackUrl as HTTP POSTs from
ScraperAPI's infrastructure. Only a workflow with a Webhook trigger can
receive them — never the same workflow that initiated the job.
Hardcoded credential ID in exported JSON
❌ "credentials": { "scraperApi-Api": { "id": "abc123", "name": "ScraperAPI API" } }
✅ "credentials": { "scraperApi-Api": { "id": "REPLACE", "name": "ScraperAPI API" } }
Credential IDs are local to one n8n instance. An imported workflow with a real ID from another instance will fail with a "credential not found" error. Use a placeholder and ask the user to re-select the credential once after import.
Setting sdePlatform without a matching operation
❌ { "sdePlatform": "amazon", "operation": "googleSearch" } // mismatched
✅ { "sdePlatform": "amazon", "operation": "amazonProduct" }
The operation field is platform-scoped. For sdePlatform: "amazon",
valid operations are amazonProduct, amazonSearch, amazonOffers.
For Amazon Reviews and Prices (available via the underlying API but not
yet surfaced as separate node operations), fall back to api +
apiAutoparse: true against the Amazon URL.
Skipping the Code-node parse step after sde
The structured response is a JSON string inside response.body.
Downstream nodes referencing ={{ $json.pricing }} see undefined until
a Code (or Set) node parses the body. See the parse snippet above.
Hardcoded API key in node parameters
The API key belongs in the credential record, never in node parameters or expressions. Putting it in JSON exposes it in workflow exports, version history, and audit logs.
When to read what
| If you need … | Read |
|---|---|
| The exact field name for an SDE operation | references/node-reference.md |
| A larger worked example (price monitor, lead enricher) | references/example-workflows.md |
| What a valid n8n workflow JSON looks like end-to-end | references/workflow-json-anatomy.md |
After producing a workflow JSON, sanity-check it:
node.typeis exactlyn8n-nodes-scraperapi-official.scraperApi- Every node referenced in
connectionsexists innodes - Field names match the prefix rule (
api*/sde*/crawler*/aiParser*) — except insideaiParserScraperParams, whose inner keys are plain snake_case (render,country_code, …) - The
credentialsblock uses keyscraperApi-Api - No literal API key is anywhere in the JSON
Related skills and ecosystem
scraperapi-mcp(sibling skill in this plugin) — use when the user wants Claude itself to call ScraperAPI as a tool, instead of wiring it into an n8n workflow. Different output: live answers vs. reusable JSON.n8n-mcpMCP server (https://github.com/czlonkowski/n8n-mcp) — third-party MCP server that exposes n8n's full node catalog, validation, and workflow CRUD to Claude. If the user has it installed, recommend validating the generated JSON viavalidate_workflowand deploying withn8n_create_workflowinstead of having them import manually. The two skills compose: this one teaches the ScraperAPI node's shape;n8n-mcpteaches the surrounding n8n surface.
Documentation
- Node listing:
https://n8n.io/integrations/scraperapi/ - ScraperAPI template collection (all official workflows):
https://n8n.io/creators/scraperapi/ - Price-drop digest template (page):
https://n8n.io/workflows/15609-send-daily-price-drop-digest-emails-for-amazon-walmart-and-google-via-scraperapi/ - Price-drop digest template (API, returns full workflow JSON):
https://api.n8n.io/api/templates/workflows/15609 - npm package:
https://www.npmjs.com/package/n8n-nodes-scraperapi-official - ScraperAPI docs:
https://docs.scraperapi.com/ - Dashboard:
https://dashboard.scraperapi.com/