Apify
Jsonify vs Apify
An Actor for a source. A pipeline for the whole job.
Apify is a platform and marketplace for running Actors. Jsonify builds a connected pipeline for the dataset you need and maintains the extraction steps as sources change.
Sources reviewed 1 October 2026 · Prices in USD
When Apify fits
You have found an Actor that fits, want to write your own, or need a platform for deploying and composing scraping tools.
Read Apify’s product information ↗When Jsonify fits
You want one brief to cover collection, matching, checks and delivery, with a visible revision when extraction code is repaired.
How Jsonify pipelines work →What to compare in an evaluation
Actor capabilities, support and pricing vary by publisher. Apify supports scheduling and datasets, so this is not a one-off-versus-recurring comparison. Review the selected Actor’s maintenance record and who owns the processing between its output and your final dataset.
Look at the run after the source changes.
A retailer moves its price field. Jason diagnoses the failed step, repairs the code and checks a sample before activating a new revision.
Look for the revision, the verification result and the next published run. Repairs that cannot be verified need further investigation.
How repairs work →- v23
Published
8,412 verified rows delivered.
- v23 → v24
Repaired
Price field moved. Extraction code updated.
Sample verified before activation. - v24
Published again
8,427 verified rows delivered with the repaired code.
Illustrative run history. Revisions and counts are example data, not a customer incident or a measured comparison.
The pipeline behind the rows.
Collect websites and apps in parallel, then match and check the results.
- 01 / Sources
Product catalogSKUs, brands and retailers
- 02 / Collect in parallel
Read retailer websitesPrice and promotion details
Read retailer appsStock and app-only offers
- 03 / Process & verify
Match productsPack size, SKU and brand
- 04 / Publish
Retail pricesComparable shelf prices
Email reportSnowflakeXLSX
What would this job cost?
The job
- Sources
- 2 retailer websites, public pages
- Products
- 1,000, from a list of known product URLs
- Each row
- Product, price, availability, source URL, collection time
- 10 times a month10,000 rows a month
Jsonify
/ month
Published row pricing →- Your setup time
- 30 min
- Your upkeep
- 0–1 h / month
- Runs on your schedule
- Extraction built and repaired by Jason
- Every row checked before delivery
- Source URL and read time on each row
- Dataset version history
Apify
/ month
Starter · $15 of usage, inside the $19
Calculated from published usage rates ↗- Your setup time
- 0.5–1 h
- Your upkeep
- 0.5–1 h / month
Time figures are our estimate, from each tool’s documentation. See the assumptions.
- Runs Apify’s E-commerce Scraping Tool
- Scheduling on the Apify platform
- Proxies or browser rendering billed per product when a site needs them
Starting price: $19 / month + usage · Starter · annual billing $17/month
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