Compare the cost per 1,000 rows.
The tools and developer time to run a collection yourself, next to Jsonify’s row price at the same volume.
| Line | Monthly | Per 1,000 rows |
|---|---|---|
Fetching  Firecrawl Standard | $99 | |
Unblocking  Bright Data 15.2% of fetches | $2 | |
Hosting  AWS t3.micro | $14 | |
Coding assistant  Claude Pro | $20 | |
| DIY tools only | $135 | $13.54 |
| Developer time est. 8 h/mo × $60 | $480 | |
| DIY with developer time | $615 | $61.54 |
| Jsonify all of the above included | ~$82 | $8.22 |
This estimate is incomplete: a usage line has no figure. That line is left out of the totals.
Change the assumptions
Each tool is billed as the smallest plan that covers the month. Vendor prices checked 14 November 2026.
At three volumes
| Rows a month | DIY tools only | DIY with developer time | Jsonify |
|---|---|---|---|
| 10,000 | $135 | $615 | ~$82 |
| 100,000 | $458 | $1,988 | ~$252 |
| 500,000 | $998 | $3,398 | ~$499 |
Monthly, in USD, at the default assumptions.
What’s in the bill
Each price is taken from the vendor’s own pricing page.
- Fetching
A fetch API bills each returned page as a credit. A review or product page read once per row is about one credit a row; a listing page that holds many rows is far less.
Firecrawl Plans from Hobby ($19 for 5,000 credits) to Scale ($749 for 1,000,000), one credit per page, at the monthly-equivalent prices listed for annual billing. The bill uses the smallest plan that covers the month. Firecrawl also sells extra credits in $5 packs, which can cost less than moving up a plan; they are left out here to keep the bill simple. Source: Firecrawl pricing. Checked 14 November 2026.- Unblocking
Some sites block a plain fetch. Those requests go to an unblocking service, billed per request. By default 15.2% of fetches need it, the share of the top 10,000 websites that soft-blocked a headless Chromium crawler in a 2026 measurement study. You can change it.
Bright Data Web Unlocker, pay as you go: $1.50 per 1,000 requests. Used for the share of fetches that the fetch API cannot get through. The default share is 15.2%: the share of the top 10,000 websites that soft-blocked a headless Chromium crawler in a June 2026 measurement study. Source: Bright Data pricing, Gundelach, Mühlhauser and Herrmann, “Detecting Bot Detection” (2026). Checked 14 November 2026.- Hosting
A server schedules the jobs, holds the scripts and keeps the pages it fetched. The instance steps up in size with volume and its disk grows with every page kept.
- Coding assistant
The scripts get written and fixed with an AI assistant, which is a subscription of its own.
Claude Individual plans, billed monthly: Pro at $20, Max at $100 (5 times Pro's usage), Ultra at $200 (10 times). For writing and fixing the collection scripts. Which plan a volume needs is our assumption: Pro to 100,000 rows a month, Max to 500,000, Ultra above. Source: Claude pricing. Checked 14 November 2026.- Developer time
Sites change their pages. When one does, someone finds the break, fixes the script and collects the missed rows again. With Jsonify, Jason repairs the pipeline and repairs are free.
An estimate, not a measurement: 8 hours a month at 10,000 rows and $60 an hour by default. Other volumes scale the hours by the square root of the volume, up to five times.
- Not in the monthly bill
The build. Before the first row arrives, someone writes the collection, the checks and the delivery. With Jsonify, building is free.
- Jsonify
Rows that pass their checks, with building, repairs and delivery included.
Jsonify row pricing: the first 100 rows a month are free, with a $49 monthly minimum above that.