STACKFOR

StackFor scraping and data pipelines

Provisional seed stack, low confidence, not hands-on tested. Affiliate status was not an input.

Collect public pages on a schedule and land them in a table you can query. Respect the site's terms.

BuilderAdvancedProvisional scores

STACK SCORE

Mean of the role winners, compatibility +4. Separate from each tool score.

Provisional seed scores. Method seed-v0-provisional, confidence low, not hands-on tested. The band around a number is a ±8 display label, not a measured interval. Ordering uses the point estimate.

We may earn a commission if a tracking link is connected and you buy through it. It never changes ranks. In this v1 seed, tracking URLs are empty, so “Open site” goes to the vendor. Sponsorship rules.

Recommended stack

Fetch pages, extract structured data, store it, and schedule it.

Example compatibility note, not a measured integration test. Firecrawl and Apify both have n8n/Make nodes and MCP servers.

ROLE

Scraper / crawler

Fetches and parses pages.

Recommended

Firecrawl

Clean markdown or schema JSON in one call.

80–96 · low confidence

Apify82
Prebuilt Actors for known sites.
Crawl4AI80
Free, self-hosted.

ROLE

Browser automation

A real browser for logins and clicks.

Recommended

Browserbase

Managed browsers plus Stagehand.

73–89 · low confidence

Bright Data74
Unblocking for hostile sites.

ROLE

Database

Managed data, separate from the app host.

Recommended

Supabase

Postgres with an API.

New tool

78–94 · low confidence

Airtable75
For small, human-reviewed sets.

ROLE

Automation

Glue to the rest of the business.

Recommended

n8n

Cron, retries, AI extraction.

New toolShipped this weekRising

76–92 · low confidence

Trigger.dev83
Code-first durable jobs.

Ranked tools

Sorted by StackFor Score only. A tool can appear twice when it fills two roles. Affiliate programs are not on this list.

#1
Firecrawl
Scraper / crawler · role rank 1
88
80–96 · low confidence
Clean markdown or schema JSON in one call.
Goal fit25%
92
Output quality20%
88
Ease for vibe coders15%
90
Pricing and free tier15%
78
Integrations and API10%
90
Momentum10%
90
Community sentiment5%
82
No cited evidence stored. seed-v0-provisional. Not hands-on tested.
Open Firecrawl
#2
Supabase
Database · role rank 1
New tool
86
78–94 · low confidence
Postgres with an API.
Goal fit25%
88
Output quality20%
84
Ease for vibe coders15%
86
Pricing and free tier15%
82
Integrations and API10%
90
Momentum10%
86
Community sentiment5%
84
No cited evidence stored. seed-v0-provisional. Not hands-on tested.
Open Supabase
#3
n8n
Automation · role rank 1
New toolShipped this weekRising
84
76–92 · low confidence
Cron, retries, AI extraction.
Goal fit25%
86
Output quality20%
82
Ease for vibe coders15%
74
Pricing and free tier15%
88
Integrations and API10%
90
Momentum10%
86
Community sentiment5%
84
No cited evidence stored. seed-v0-provisional. Not hands-on tested.
Open n8n
#4
Trigger.dev
Automation · role rank 2
83
75–91 · low confidence
Code-first durable jobs.
Goal fit25%
82
Output quality20%
84
Ease for vibe coders15%
82
Pricing and free tier15%
82
Integrations and API10%
80
Momentum10%
86
Community sentiment5%
82
No cited evidence stored. seed-v0-provisional. Not hands-on tested.
Open Trigger.dev
#5
Apify
Scraper / crawler · role rank 2
82
74–90 · low confidence
Prebuilt Actors for known sites.
Goal fit25%
86
Output quality20%
84
Ease for vibe coders15%
80
Pricing and free tier15%
72
Integrations and API10%
90
Momentum10%
78
Community sentiment5%
76
No cited evidence stored. seed-v0-provisional. Not hands-on tested.
Open Apify
#6
Browserbase
Browser automation · role rank 1
81
73–89 · low confidence
Managed browsers plus Stagehand.
Goal fit25%
86
Output quality20%
82
Ease for vibe coders15%
78
Pricing and free tier15%
70
Integrations and API10%
84
Momentum10%
86
Community sentiment5%
76
No cited evidence stored. seed-v0-provisional. Not hands-on tested.
Open Browserbase
#7
Crawl4AI
Scraper / crawler · role rank 3
80
72–88 · low confidence
Free, self-hosted.
Goal fit25%
80
Output quality20%
80
Ease for vibe coders15%
64
Pricing and free tier15%
100
Integrations and API10%
70
Momentum10%
84
Community sentiment5%
80
No cited evidence stored. seed-v0-provisional. Not hands-on tested.
Open Crawl4AI
#8
Airtable
Database · role rank 2
New tool
75
67–83 · low confidence
For small, human-reviewed sets.
Goal fit25%
72
Output quality20%
76
Ease for vibe coders15%
88
Pricing and free tier15%
66
Integrations and API10%
90
Momentum10%
58
Community sentiment5%
74
No cited evidence stored. seed-v0-provisional. Not hands-on tested.
Open Airtable
#9
Bright Data
Browser automation · role rank 2
74
66–82 · low confidence
Unblocking for hostile sites.
Goal fit25%
80
Output quality20%
88
Ease for vibe coders15%
62
Pricing and free tier15%
52
Integrations and API10%
86
Momentum10%
72
Community sentiment5%
68
No cited evidence stored. seed-v0-provisional. Not hands-on tested.
Open Bright Data

Draft feature checklist

Goal fit is scored against these must-haves. The list is a draft rubric, not a test log.

Scraper / crawler

JS rendering
Markdown/JSON output
Crawl

Browser automation

Logins and clicks

Database

Store rows

Automation

Schedule and retry

Questions

Are these scores from hands-on tests?

No. Every score on this page is a provisional seed estimate with low confidence. The band around the number is a display convention, not a measured interval.

Can a paid listing change who is recommended?

No. Affiliate programs and sponsored cards are not inputs. A sponsored card, when one exists, is labeled and sits outside the ranking.

NEWSLETTER

The weekly AI stack drop

New tools worth your time, by use case. One email a week. A sponsor, when there is one, is labeled.