Make

Overview

The ScrapeGraphAI app for Make.com lets you connect any automation scenario to ScrapeGraph’s v2 API — no code required. Fetch pages, extract structured data with an AI prompt, run web searches, kick off multi-page crawls, and schedule monitors, all as native Make modules.

ScrapeGraphAI on Make

Install the app from Make’s marketplace

ScrapeGraphAI Dashboard

Get your API key

Installation

Open your Make.com workspace and go to Connections.
Search for ScrapeGraphAI and click Install.
When prompted, enter your SGAI-APIKEY from the dashboard.
Click Save — the connection is shared across all modules in your scenario.

Example: Extract product data into Google Sheets

This scenario runs daily, extracts all products from an Amazon search page, and saves each one as a row in Google Sheets — no code required. Full scenario flow:

Full scenario: Schedule → Extract → Iterator → Google Sheets

Step 1 — Schedule trigger: Set the scenario to run daily (or any interval). Step 2 — Extract module: Configure with your target URL, an extraction prompt, and an output schema.

URL: The product listing page to extract from
Extraction Prompt: Extract all products on the page with their name, price, rating, and number of reviews
Output Schema (JSON):

{
  "type": "object",
  "properties": {
    "products": {
      "type": "array",
      "items": {
        "type": "object",
        "properties": {
          "name": {"type": "string"},
          "price": {"type": "string"},
          "rating": {"type": "number"},
          "reviews": {"type": "number"}
        }
      }
    }
  }
}

Step 3 — Iterator: Add a Flow Control → Iterator module and set the Array field to {{2.json.products}}. This loops through each product and passes it to the next module one at a time.

Step 4 — Google Sheets: Add a Row: Map each field from the Iterator output:

Name → {{value.name}}
Price → {{value.price}}
Rating → {{value.rating}}
Reviews → {{value.reviews}}

Result: Every product on the page is saved as a separate row.

Google Sheets result with extracted product data

Modules

Scrape a URL

Fetch a URL and return its content in one or more formats: Markdown, HTML, links, images, a plain-text summary, or branding elements.

Field	Description
URL	The page to fetch
Format	Output format — Markdown, HTML, Links, Images, Summary, Branding
HTML Mode	Rendering mode — Normal, Reader, Prune (markdown / HTML formats)
JSON Prompt	Natural-language description of what to extract (JSON format only)
JSON Schema	Optional JSON Schema string to enforce output shape (JSON format only)
Full Page / Width / Height / Quality	Screenshot tuning (Screenshot format only)
Content Type	Optional override — Auto, HTML, or PDF
Fetch Config	Optional fetch options — see Fetch Config

Extract data from URL

Send a URL, raw HTML, or markdown to ScrapeGraph and get back structured JSON — driven by a natural-language prompt and an optional JSON schema.

Field	Description
Source Type	`URL`, `Raw HTML`, or `Markdown` — picks which input field is used
URL / HTML / Markdown	The content to extract from (one is shown based on Source Type)
Extraction Prompt	Natural-language instruction, e.g. `Extract product name and price`
Output Schema (JSON)	Optional JSON schema to enforce output shape
HTML Processing Mode	Normal, Reader, or Prune
Fetch Config	Optional fetch options — see Fetch Config. Only applies when Source Type = URL.

Search web

Run a web search and get page content returned inline — optionally with AI extraction applied to each result.

Field	Description
Query	Search query string
Number of Results	1–20, default 3
Format	Content format for each result
Extraction Prompt	Optional AI extraction applied to each page
Output Schema (JSON)	Optional schema — requires Extraction Prompt
Country Code	Curated dropdown of 52 country codes for localised results (US, UK, Germany, Japan, India, …)
Fetch Config	Optional fetch options — see Fetch Config

Crawl a website

Start a multi-page crawl from an entry URL. The module polls internally and returns the completed crawl in a single bundle — a pages array with one entry per crawled page, each carrying a scrapeRefId you can pass to Get a past result to fetch its full content.

Field	Description
URL	Entry point for the crawl
Format	Output format per page (markdown / HTML / JSON / screenshot / links / images / summary / branding)
HTML Mode / JSON Prompt / Screenshot dimensions	Format-specific sub-fields, surface based on the chosen Format
Max Pages	Cap on total pages crawled (1–1000). Default `50`.
Max Depth	How many link levels deep to traverse. Default `2`.
Max Links Per Page	Maximum links to follow per page. Default `10`.
Allow External Links	Whether to follow links to other domains. Off by default — same-origin only.
Include / Exclude Patterns	URL glob patterns, e.g. `/blog/*`
Content Types	Optional MIME-type filter (HTML, PDF, Word, Excel, …). Leave empty for all.
Fetch Config	Optional fetch options — see Fetch Config

Output:

The bundle includes the Crawl Job ID, a Status of completed, and a pages[] array. Each page has url, depth, title, contentType, status, and scrapeRefId.

Crawls can take a while on large sites. The module waits for completion before emitting its bundle — for very large crawls (hundreds of pages), increase your scenario’s execution timeout in Scenario settings.

Create monitor

Schedule ScrapeGraph to fetch a URL on a recurring cron schedule and detect changes between runs.

Field	Description
URL	Page to watch
Monitor Name	Optional display name
Interval (cron)	Cron expression — see table below
Format	Content format to capture (markdown / HTML / JSON / screenshot / links / summary)
HTML Mode / JSON Prompt / Screenshot dimensions	Format-specific sub-fields, surface based on the chosen Format
Webhook URL	Optional URL to POST results to on each tick
Fetch Config	Optional fetch options — see Fetch Config

Common cron expressions

Schedule	Cron
Every hour	`0 * * * *`
Every 6 hours	`0 /6 * *`
Daily at 09:00 UTC	`0 9 * * *`
Weekly on Monday	`0 9 * * 1`

Run Create monitor once manually to set up the monitor, then use Get monitor activity in a separate scheduled scenario to fetch what changed.

Get monitor activity

Fetch the latest activity ticks from an existing monitor.

Field	Description
Monitor ID	The `id` returned by Create monitor
Limit	Number of ticks to return (1–100, default 20)

Returns a ticks array where each entry has changed (boolean), diffs, status, and createdAt.

Update monitor

Edit an existing monitor’s interval, format, webhook, or fetch config without deleting and recreating it.

Field	Description
Monitor ID	The `cronId` returned by Create monitor
Interval (cron)	Optional. New 5-field cron expression
Monitor Name	Optional. New display name
Webhook URL	Optional. New URL to POST tick payloads to
Format	Optional. Replace the captured output type — same options and sub-fields as Create monitor
Fetch Config	Optional. Replace fetch options — see Fetch Config

Any field left blank is left unchanged on the monitor. Returns the updated monitor record.

Get a past result

Fetch a stored job result by its ID. Most useful for retrieving the full content of a crawled page using the scrapeRefId from Crawl a website.

Field	Description
Entry ID	A job ID or `scrapeRefId` from a crawl page

Returns the full stored entry — result (the original response payload), metadata (content type and other run details), params (the inputs the job was run with), service, status, and createdAt.

Combine Crawl a website → Iterator → Get a past result to crawl a site and retrieve the full markdown / HTML / extracted JSON for every page in one scenario. Map the iterator’s scrapeRefId into the Entry ID field — the module runs once per crawled page.

List past results

Browse recent ScrapeGraphAI jobs filtered by service type. Search-style module — emits one bundle per entry, ready to fan out into downstream modules.

Field	Description
Service	Optional. Filter to one service: `Scrape`, `Extract`, `Search`, `Crawl`, `Monitor`, `Schema`. Leave blank for all.
Page	Page number, 1-indexed (default `1`)
Limit	Entries per page, 1–100 (default `20`)

Each emitted bundle has id, service, status, url, createdAt, and other run metadata. Pipe a bundle’s id into Get a past result to retrieve the full stored payload.

Fetch Config

Five modules — Scrape a URL, Extract data from URL, Search web, Crawl a website, and Create monitor — accept an optional Fetch Config collection that controls how each page is fetched. Leave it empty to use defaults.

Field	Description
Mode	Fetch mode — `Auto` (default), `Fast` (skips JS rendering), or `JS` (executes scripts)
Stealth	Residential proxy + anti-bot headers. Adds 5 credits per call
Country	Two-letter ISO country code for geo-targeted proxy (e.g. `us`, `de`, `jp`)
Wait (ms)	Milliseconds to wait after page load (0–30000)
Timeout (ms)	Request timeout in milliseconds (1000–60000)
Scrolls	Number of page scrolls to trigger lazy-loaded content (0–100)
Headers (JSON)	Custom HTTP headers as a JSON object string, e.g. `{"User-Agent": "..."}`
Cookies (JSON)	Cookies as a JSON object string, e.g. `{"session": "abc123"}`

Reach for Stealth + Mode = JS + Wait = 2000–5000 when a site blocks bots or only renders content after JavaScript runs. Combine with Country to bypass region-locked pages.

Deprecated modules

The following modules from the v1 integration are still visible but no longer functional. Use the v2 modules above instead.

Deprecated	Replacement
[Deprecated] SmartScrape	Scrape
[Deprecated] Markdownify	Scrape (Markdown format)
[Deprecated] Generate JSON Schema	Extract

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Overview

ScrapeGraphAI on Make

ScrapeGraphAI Dashboard

Installation

Example: Extract product data into Google Sheets