ScrapeGraphAI Review 2026: Pricing, Features, Pros and Cons
ScrapeGraphAI replaces CSS selectors with a prompt: you describe the data you want from a page and it returns structured JSON. Plans start free with 500 one-time credits and run $20, $100 and $500 per month. The number that actually decides your tier is not the credit allowance — it is that proxy rotation does not appear until $100. This review covers the credit maths, the monitors, and when a hand-written parser is still the cheaper answer in 2026.
Quick Verdict
Best for: Teams pulling structured data out of many different sites, where writing and repairing per-site selectors is the real cost. Benchmark credits-per-page on the free tier first, and budget for Growth from day one if your targets have bot protection.
What Is ScrapeGraphAI?
ScrapeGraphAI is an AI-native web-scraping API. Instead of writing a selector path to the element you want, you send a URL and a description of the data — “product name, price, and stock status” — and the service returns structured output matching that shape. The practical consequence is that a site redesign which renames classes or reshuffles the DOM mostly does not break the job, because nothing in your code was pointing at the markup in the first place.
It grew out of a widely used open-source Python library into a hosted V2 API, which the company describes as better, faster and cheaper than the first generation. The commercial product wraps that extraction core in the operational parts that matter once a scraper is real: concurrent crawls, per-tier request-rate ceilings, and monitors that watch a page or endpoint and alert on change rather than making you poll it on a cron and diff the result yourself.
Proxy rotation is tiered — basic on the mid plan, advanced above it — which is the practical difference between scraping a cooperative site and scraping one that actively does not want you there. Everything is metered in API credits with published rate limits per tier, one-time credit packs stack on a subscription and never expire, and the company states that all requests run inside its SOC 2 Type II compliance boundary. Documentation, an API status page, a changelog and a comparison page are public, and there is a dedicated startup programme.
Built a ScrapeGraphAI alternative? People land on this review while they are still shopping.
Add it to the data extraction category — a free listing publishes after review, and it is the same page ChatGPT, Perplexity and Google read when someone asks for a recommendation. Want it live in minutes with a Verified badge instead? That option is on the form, one-time, no subscription.
ScrapeGraphAI Pros and Cons
Pros
- •Prompt-driven extraction removes the single biggest maintenance cost in scraping: you describe the data you want and get structured JSON back, so a site redesign that renames a class does not silently break the job
- •The extraction core grew out of a widely used open-source Python library, which means the hard part has been exercised in public rather than only inside a vendor's black box
- •One-time credit packs never expire and stack on top of any subscription — $5 for 1,000 credits, $40 for 10,000, $150 for 50,000 — so a one-off backfill does not force a permanent plan upgrade
- •Monitors watch a page or endpoint and alert on change, which replaces the cron-plus-diff script most teams end up writing around a scraper anyway
- •SOC 2 Type II applies to all requests rather than being reserved for the enterprise tier, which shortens the security review at companies that run one
- •Concurrency and request-rate ceilings are published per tier, so you can size a job against the plan before you buy rather than discovering the limit at 2am
- •Documentation, an API status page, a changelog and a comparison page are all public — an unusual level of transparency for a scraping vendor
- •A dedicated startup programme exists, which is worth asking about before committing to Growth at $100/month
Cons
- •The free tier's 500 API credits are one-time, not monthly — it is an evaluation allowance, not a usable free plan
- •Proxy rotation, which is often the actual reason you are buying a scraping API rather than writing requests.get(), does not appear until Growth at $100/month, and the advanced version until Pro at $500
- •Prompt-based extraction costs more per page than a hand-written selector: you are paying an LLM to read markup that a CSS path would have located for free
- •Everything is metered in credits, so cost forecasting requires you to benchmark your own pages first — credits per page is not a fixed number across sites
- •Starter's 100 requests per minute and 3 concurrent crawls are tight for anything resembling a real crawl; the jump to a serious rate limit is the 5x price step to Growth
- •Monitor counts are capped by tier (1 / 5 / 25 / 100), so change-detection at scale pushes you up the plans independently of your credit usage
- •The Enterprise tier is where SLAs and custom rate limits live, so if you need a contractual uptime guarantee you are in a sales conversation, not on the pricing page
ScrapeGraphAI Pricing 2026
Five tiers, billed monthly or yearly. Enterprise is custom-billed with ad-hoc credits, custom rate limits, dedicated support and an SLA.
Free
- •500 one-time API credits
- •10 requests per minute
- •1 monitor
- •1 concurrent crawl
- •No proxy rotation
Evaluating the API on a handful of pages
Starter
- •10,000 API credits per month
- •100 requests per minute
- •5 monitors
- •3 concurrent crawls
- •No proxy rotation
Solo builders and low-volume production jobs
Growth
- •100,000 API credits per month
- •500 requests per minute
- •25 monitors
- •15 concurrent crawls
- •Basic proxy rotation
Teams scraping sites that push back
Pro
- •750,000 API credits per month
- •5,000 requests per minute
- •100 monitors
- •50 concurrent crawls
- •Advanced proxy rotation and priority support
High-volume data pipelines
Credit Packs — The Part That Saves Money
$5.00 per 1,000 credits — the top-up rate for small overruns. Never expires and stacks on any subscription.
$4.00 per 1,000 credits — a 20% discount on the small pack, and roughly one extra month of Starter volume.
$3.00 per 1,000 credits — the cheapest published rate, and the reason a spiky backfill does not need to become a Growth subscription.
Worked example: a pipeline that needs about 30,000 credits a month sits comfortably on Growth at $100. A pipeline that needs 10,000 credits most months and 60,000 once a quarter is better off on Starter at $20 plus a $150 pack when the spike lands — $390 a year against $1,200 for sitting on Growth permanently. The exception is proxy rotation: if your targets block datacentre IPs, Growth is not optional and the credit maths stops being the deciding factor.
ScrapeGraphAI vs Firecrawl vs Browse AI
| Feature | ScrapeGraphAI | Firecrawl | Browse AI |
|---|---|---|---|
| Extraction model | Prompt — describe the data | Crawl to markdown, then extract | Point-and-click recorded selectors |
| Free allowance | 500 credits, one-time | Monthly free credits | Free trial robot runs |
| Entry paid tier | $20/mo | Around $16-19/mo | Around $19/mo |
| Proxy rotation | Basic at $100, advanced at $500 | Included on paid tiers | Included, premium proxies extra |
| Change monitoring | Built-in monitors, capped by tier | Not the core product | Yes — a core feature |
| Resilience to redesigns | High — no selectors to break | High — markdown, not markup | Low — selectors need re-recording |
| Compliance | SOC 2 Type II on all requests | Varies by plan | Varies by plan |
| Best for | Structured extraction from many varied sites | Feeding LLMs clean page text | Non-developers automating one site |
Competitor pricing moves frequently — check each vendor’s current page before committing. The structural differences in the top rows are the durable part of this comparison.
Frequently Asked Questions
How much does ScrapeGraphAI cost in 2026?
There are five tiers, billed monthly or yearly, with no hidden fees stated. Free is $0 and includes 500 one-time API credits, 10 requests per minute, 1 monitor and 1 concurrent crawl. Starter is $20 per month with 10,000 credits per month, 100 requests per minute, 5 monitors and 3 concurrent crawls. Growth — marked most popular — is $100 per month with 100,000 credits, 500 requests per minute, 25 monitors, 15 concurrent crawls and basic proxy rotation. Pro is $500 per month with 750,000 credits, 5,000 requests per minute, 100 monitors, 50 concurrent crawls, advanced proxy rotation and priority support. Enterprise is custom-billed with ad-hoc credits, custom rate limits, dedicated support and an SLA.
Is the free tier actually free, or a trial?
It is a trial in everything but name. The 500 API credits are one-time rather than monthly, so once they are spent the free plan cannot do useful work — there is no recurring allowance to fall back on. Treat it as enough budget to benchmark credits-per-page on your own target sites, which is exactly what you should do before picking a paid tier, since credit consumption varies with page size and complexity rather than being a fixed cost per URL.
When do I actually need proxy rotation?
The moment the site you are scraping does not want to be scraped. Cooperative sites — public documentation, small e-commerce catalogues, most marketing sites — will serve a plain request from a datacentre IP indefinitely. Sites with bot protection will start returning blocks or challenges after a few hundred requests from one address, and no amount of prompt engineering fixes that. This is the single most important line in ScrapeGraphAI's pricing: basic proxy rotation starts at Growth ($100/month) and advanced at Pro ($500/month). If your targets are protected, your real entry price is $100, not $20.
How do the credit packs work?
Credit packs are one-time purchases that stack on top of whatever subscription you are on and never expire: $5 for 1,000 credits, $40 for 10,000, and $150 for 50,000 — so the per-credit rate falls from $5.00 to $3.00 per thousand as the pack gets bigger. This is the feature that makes spiky workloads affordable. A quarterly backfill that needs 40,000 credits once costs $150 as a pack rather than requiring you to sit on a Growth subscription all year for volume you use one month in three.
ScrapeGraphAI vs Firecrawl — which should I pick?
They solve adjacent but different problems. Firecrawl is optimised for turning pages into clean markdown you then feed to an LLM — it is a crawling and content-cleaning layer. ScrapeGraphAI is optimised for structured extraction: you state the schema you want in a prompt and get JSON back, ready to write to a database. Pick Firecrawl when the destination is a RAG pipeline or a context window. Pick ScrapeGraphAI when the destination is a table with columns, especially when the source pages come from many different sites and writing per-site selectors is the cost you are trying to avoid.
Does prompt-based scraping really survive site redesigns?
Mostly, and that is the honest framing the vendor itself uses. A traditional scraper anchored to a CSS path breaks the moment a class name changes, even when the visible content is identical. A prompt-driven extractor reads the rendered content, so cosmetic markup changes are invisible to it. What still breaks it is a structural change — the field genuinely moving behind a login, a tab, or a lazy-loaded panel. So the maintenance burden drops substantially rather than disappearing, which is worth the extra per-page cost when you are maintaining dozens of scrapers and not worth it when you are maintaining one stable feed.
Who should actually use ScrapeGraphAI?
Teams extracting structured data from a long tail of varied sites, where selector maintenance is the dominant cost rather than raw volume. It is a strong fit for lead-enrichment, price-tracking and competitive-intelligence pipelines, and for anyone who needs SOC 2 Type II coverage on the extraction layer without an enterprise contract. It is a weaker fit for a single high-volume scrape of one cooperative site, where a hand-written parser is cheaper per page and does not consume credits at all.
Compare Data Extraction and Developer Tools
See how ScrapeGraphAI compares to the other scraping APIs and AI developer tools in 2026.
Affiliate disclosure: Some links on this page are affiliate links. If you sign up through them, AISO Tools may earn a commission at no extra cost to you. This never affects our rankings or reviews.
📬 Get the best new AI tools delivered weekly
One concise email with fresh launches, trending picks, and featured standouts.
Join thousands of professionals who discover the best AI tools every week. No spam — unsubscribe anytime.