Glasser

Bright Data vs Apify: choose a managed schema or an Actor workflow

What can Bright Data and Apify do?

Capability
Bright Data
Product capabilities · linked APIs via Glasser
Apify
Product capabilities · linked APIs via Glasser
Content extraction
Site-specific structured scrapingProduct capability
Discovery
Automation
Proxy & browser infrastructureProduct capability
Scheduled Actor runsDirect platformCustom scraper deploymentDirect platform

Limits & data comparison

Compare by
Bright Data
Selected Glasser API · direct terms labelled
Apify
Selected Glasser API · direct terms labelled
Limits

Managed jobs; concurrency depends on product.

The selected Glasser Amazon scraper returns up to 10 records per job.

Selected Glasser Actor: up to 72 products from one Amazon result page.

A larger product sample needs multiple keyword requests.

Fields & data scope

Product IDs, price, title and other site-specific attributes.

A structured product record has a different scope from a raw webpage capture.

The selected Amazon Actor returns ASIN, title, price, rating and image; other Actors use different schemas.

Execution & reliability

Asynchronous snapshot delivery.

Track job status before fetching the snapshot; failed deliveries are not billed by the direct scraper plan.

Actors run as asynchronous jobs.

Poll terminal status, then retrieve the dataset; costs depend on the selected Actor.

Access & trade-offs

Glasser exposes selected managed scrapers.

Proxy pools, custom datasets and Browser API are separate products.

Glasser offers selected Actors, not arbitrary Actor deployment or the entire Apify Store.

Bright Data vs Apify pricing

Bright Data

$1.50/ 1,000 records

Web Scraper API · pay per delivered record

Commitment
No monthly subscription for PAYG
Unit
$1.50 / 1,000 successfully delivered records
Scope
Managed scraper records; proxy bandwidth is separate

Apify

Paid plan starts at

$19/ month

Starter · billed monthly

Included
$19 usage / month
Selected Actor
Axesso Amazon Search Scraper
Starter product rate
$0.10 / 1,000 products; platform costs included

Task-based cost example

Bright Data: 1,000 delivered Amazon product records + Apify: 1,000 Amazon search product results

TaskDirect: entry spendGlasser: task charges
Bright Data: 1,000 delivered Amazon product records$1.50$1.50 usage; PAYG has no monthly plan$1.651,000 × $0.00165 per returned row
Apify: 1,000 Amazon search product results$19.00$19 Starter month includes usage; selected Actor consumes $0.10$0.101,000 × $0.0001 per returned row
Entry spend / task charges$20.50$1.75

Inputs and outputs

Bright Data

  1. InputSupported product or profile URL
  2. ProcessRun the site-specific managed scraper
  3. OutputNormalized records for that platform

Apify

  1. InputA product keyword and marketplace
  2. ProcessRun Amazon Search Results Actor
  3. OutputStructured Amazon product records

Still unsure? Choose based on your task

Why use Bright Data and Apify through Glasser?

One API key

Connect the available data APIs with one Glasser credential.

One balance

Share one balance across the Glasser endpoints your task uses.

Pay as you go

Pay for API usage without a separate provider subscription.

Agent-ready

Connect through Skill, MCP or CLI.

Questions before you choose

When should I choose Bright Data over Apify?

Bright Data’s site-specific scrapers turn supported product URLs into normalized records. The selected Apify Actor returns an Amazon search page; the wider platform also runs custom Actors.

Do both prices cover running arbitrary scrapers?

No. Bright Data pricing here covers managed Web Scraper records. Apify pricing uses one named Amazon Actor under Starter. Custom Actor compute, proxy usage, rentals and other managed products can have additional charges.

Can I use Bright Data and Apify together through Glasser?

Yes. The selected endpoints for both providers are available through one Glasser key and balance. Match each operation to the right input and field requirements; access covers listed APIs, not the providers’ entire software suites.

Can my agent choose the right data API automatically?

An agent can discover available endpoints and select one using your required fields, input identifiers and budget. It should inspect the contract and ask before paid execution. Glasser does not silently route to an unavailable provider or guarantee identical records across sources.

How do I control API spending through Glasser?

Set a task budget in your agent instructions, inspect the endpoint’s price and cap, and limit request volume. Check each run’s actual charge before continuing. An instruction is not a billing-system hard cap; returned rows and optional parameters can change the total.

Can I use Glasser with Claude Code, Codex and ChatGPT?

Use the Glasser Skill or CLI in a compatible coding agent, or connect Glasser through MCP in a supported client. Client support and account settings determine which integration is available. The prompt above helps your agent discover the APIs relevant to this task.

Get the data you need with Glasser.