Guide

Migration

Apify Migration Guide

Migrate from Apify to AlterLab and simplify your scraping stack. This guide maps every Apify concept to its AlterLab equivalent with side-by-side code examples.

Different Philosophies

Apify is an actor-based platform where you deploy and run code on their infrastructure. AlterLab is an API-first scraping service — you send a URL, we handle the rest. This means less infrastructure to manage and no actors to maintain.

Concept Mapping

Here's how Apify concepts map to AlterLab:

Apify Concept	AlterLab Equivalent	Key Difference
Actors	Scrape modes + extraction profiles	No code to deploy — configure via API parameters
Schedules	Scheduler API	Cron-based scheduling via REST API
Key-value store	Cloud Storage Export	Export results to S3, GCS, or webhook delivery
Webhooks	Webhooks	Near-identical — POST to your endpoint on completion
Datasets	Batch results + output formats	JSON, markdown, text, and structured extraction
Apify Proxy	Built-in proxies or BYOP	Automatic proxy rotation included, or bring your own

Feature Parity

Feature	Apify	AlterLab
Basic HTTP scraping	Yes	Yes
JavaScript rendering	Yes	Yes
Anti-bot bypass	Limited	Advanced
Auto tier escalation	No	Yes
LLM extraction	Via actors	Built-in
Structured output (JSON)	Yes	Yes
PDF / OCR extraction	Via actors	Built-in
Webhooks	Yes	Yes
Scheduling	Yes	Yes
Batch processing	Yes	Yes
Proxy management	Yes	Yes + BYOP
Custom code execution	Yes (actors)	No
Python SDK	Yes	Yes
Node.js SDK	Yes	Yes

Custom Actors vs API Parameters

Apify's strength is custom actor code. If you rely on highly-customized actors with complex crawling logic, you'll migrate that logic to your own application code and use AlterLab's API for the scraping layer. For standard scraping workflows (fetch, extract, schedule), AlterLab covers everything natively.

Actors → Scrape Modes + Extraction

Apify actors are self-contained scraping programs. In AlterLab, you configure the same behavior through API parameters — no code to deploy or maintain.

Apify Actor	AlterLab Approach
`web-scraper`	`/api/v1/scrape` with `js_rendering: true`
`cheerio-scraper`	`/api/v1/scrape` (default mode, no JS rendering)
`playwright-scraper`	`/api/v1/scrape` with `js_rendering: true` + wait options
Custom extraction actor	`formats: ["json"]` with `json_schema` for LLM-powered extraction

Python

from apify_client import ApifyClient

client = ApifyClient("apify_api_xxx")

# Run a web scraper actor
run = client.actor("apify/web-scraper").call(
    run_input={
        "startUrls": [{"url": "https://example.com"}],
        "pageFunction": """
            async function pageFunction(context) {
                const { request, page } = context;
                const title = await page.title();
                return { url: request.url, title };
            }
        """,
    }
)

# Fetch results from dataset
dataset = client.dataset(run["defaultDatasetId"])
for item in dataset.iterate_items():
    print(item)

Schedules → Scheduler API

Apify Schedules trigger actor runs on a cron schedule. AlterLab's Scheduler API provides the same functionality without actors.

Python

from apify_client import ApifyClient

client = ApifyClient("apify_api_xxx")

# Create a schedule to run an actor every hour
client.schedules().create(
    name="hourly-scrape",
    cron_expression="0 * * * *",
    actions=[{
        "type": "RUN_ACTOR",
        "actorId": "apify/web-scraper",
        "runInput": {
            "startUrls": [{"url": "https://example.com"}]
        }
    }]
)

Simpler Scheduling

No actor to deploy or maintain. Define the scrape parameters and schedule — AlterLab handles execution, retries, and result delivery.

Storage → Cloud Storage Export

Apify provides key-value stores and datasets for persisting scrape results. AlterLab delivers results directly via API response, webhooks, or cloud storage export.

Apify Storage

Key-value store (manual get/put)
Datasets (append-only tables)
Request queues (URL frontier)
Stored on Apify platform
Extra cost for storage retention

AlterLab Delivery

Synchronous API response (instant)
Webhook delivery (async jobs)
Cloud storage export (S3, GCS)
Multiple output formats per request
No storage fees — you own the data

Webhooks

Both platforms support webhook notifications. The migration is straightforward — update the payload parsing in your webhook handler.

Python

# Apify webhook payload
@app.post("/apify-webhook")
async def handle_apify(payload: dict):
    event_type = payload["eventType"]  # "ACTOR.RUN.SUCCEEDED"
    resource = payload["resource"]
    dataset_id = resource["defaultDatasetId"]

    # Must fetch results separately from dataset API
    results = apify_client.dataset(dataset_id).list_items()
    process(results)

Results in the Payload

AlterLab webhooks include the scrape results directly — no extra API call to fetch data from a dataset.

Datasets → Batch Results + Formats

Apify datasets collect results from actor runs. In AlterLab, use batch scraping to process multiple URLs and get results in your preferred format.

Python

from apify_client import ApifyClient

client = ApifyClient("apify_api_xxx")

# Run actor with multiple URLs
run = client.actor("apify/web-scraper").call(
    run_input={
        "startUrls": [
            {"url": "https://example.com/page1"},
            {"url": "https://example.com/page2"},
            {"url": "https://example.com/page3"},
        ]
    }
)

# Iterate through dataset results
dataset = client.dataset(run["defaultDatasetId"])
for item in dataset.iterate_items():
    print(item["url"], item["title"])

Proxy

Apify Proxy is a paid add-on with residential and datacenter pools. AlterLab includes proxy rotation in every request at no extra cost, and supports Bring Your Own Proxy (BYOP) for additional control.

Apify Proxy

Separate pricing for residential proxies
Must configure proxy groups per actor
proxyConfiguration in actor input
Geo-targeting available (extra cost)

AlterLab Proxy

Automatic proxy rotation included
Auto-escalation through proxy tiers
BYOP support for your own proxy pools
Geo-targeting via country parameter

Bash

# AlterLab — proxy handling is automatic, or use BYOP
curl -X POST https://api.alterlab.io/api/v1/scrape \
  -H "X-API-Key: sk_live_xxx" \
  -H "Content-Type: application/json" \
  -d '{
    "url": "https://example.com",
    "country": "US",
    "proxy_url": "http://user:pass@your-proxy:8080"
  }'

Pricing Comparison

Aspect	Apify	AlterLab
Pricing model	Monthly subscription + usage	Pay-as-you-go only
Platform fee	$49-$499/mo base fee	$0 — no subscription
Basic scrape cost	~$2.50-5 per 1,000 results	$0.20 per 1,000 (Tier 1)
JS rendering cost	Higher compute units	$1.00 per 1,000 (Tier 2)
Proxy cost	Extra per residential GB	Included in tier pricing
Storage cost	Retention fees after 7 days	No storage fees
Free tier	$5/mo in balance	$1 free balance on signup

No Platform Fee

AlterLab has zero monthly subscription — you only pay for what you scrape. For teams doing 10,000+ scrapes/month, this alone can save hundreds of dollars compared to Apify's platform fees.

Step-by-Step Migration Checklist

Create an AlterLab account

Install the SDK

Replace the Apify client with the AlterLab SDK:

Bash

# Remove Apify
pip uninstall apify-client

# Install AlterLab
pip install alterlab
# or: npm install @alterlab/sdk

Map your actors to API calls

For each Apify actor you use, identify the equivalent AlterLab API parameters. See the Actors mapping section above.

Update webhook handlers

Update your webhook endpoints to parse AlterLab's payload format. Results are included directly — no dataset fetch needed.

Migrate schedules

Recreate your Apify schedules using the AlterLab Scheduler API. Use the same cron expressions — they're compatible.

Test and validate

Run your scraping jobs in parallel on both platforms. Compare results and costs. Once satisfied, cut over to AlterLab.

Decommission Apify

Cancel your Apify subscription, disable schedules, and remove the Apify SDK from your dependencies.

Why AlterLab

No Actors to Maintain

Stop writing, deploying, and debugging actor code. AlterLab handles rendering, anti-bot bypass, and extraction through API parameters.

Advanced Anti-Bot

Automatic tier escalation handles anti-bot systems, CAPTCHAs, and JavaScript challenges. Sites that fail on Apify often succeed on AlterLab.

Built-in LLM Extraction

Extract structured JSON using AI — no custom actor code or third-party LLM integration needed. Just pass a JSON schema.

Pay-As-You-Go Pricing

No monthly platform fee. No compute unit calculations. Pay only for the scrapes you make, starting at $0.0002 per request.

From Firecrawl From ScrapingBee / ScraperAPI

Last updated: June 2026

Guide

Migration

Apify Migration Guide

Migrate from Apify to AlterLab and simplify your scraping stack. This guide maps every Apify concept to its AlterLab equivalent with side-by-side code examples.

Different Philosophies

Concept Mapping

Here's how Apify concepts map to AlterLab:

Apify Concept	AlterLab Equivalent	Key Difference
Actors	Scrape modes + extraction profiles	No code to deploy — configure via API parameters
Schedules	Scheduler API	Cron-based scheduling via REST API
Key-value store	Cloud Storage Export	Export results to S3, GCS, or webhook delivery
Webhooks	Webhooks	Near-identical — POST to your endpoint on completion
Datasets	Batch results + output formats	JSON, markdown, text, and structured extraction
Apify Proxy	Built-in proxies or BYOP	Automatic proxy rotation included, or bring your own

Feature Parity

Feature	Apify	AlterLab
Basic HTTP scraping	Yes	Yes
JavaScript rendering	Yes	Yes
Anti-bot bypass	Limited	Advanced
Auto tier escalation	No	Yes
LLM extraction	Via actors	Built-in
Structured output (JSON)	Yes	Yes
PDF / OCR extraction	Via actors	Built-in
Webhooks	Yes	Yes
Scheduling	Yes	Yes
Batch processing	Yes	Yes
Proxy management	Yes	Yes + BYOP
Custom code execution	Yes (actors)	No
Python SDK	Yes	Yes
Node.js SDK	Yes	Yes

Custom Actors vs API Parameters

Actors → Scrape Modes + Extraction

Apify actors are self-contained scraping programs. In AlterLab, you configure the same behavior through API parameters — no code to deploy or maintain.

Apify Actor	AlterLab Approach
`web-scraper`	`/api/v1/scrape` with `js_rendering: true`
`cheerio-scraper`	`/api/v1/scrape` (default mode, no JS rendering)
`playwright-scraper`	`/api/v1/scrape` with `js_rendering: true` + wait options
Custom extraction actor	`formats: ["json"]` with `json_schema` for LLM-powered extraction

Python

from apify_client import ApifyClient

client = ApifyClient("apify_api_xxx")

# Run a web scraper actor
run = client.actor("apify/web-scraper").call(
    run_input={
        "startUrls": [{"url": "https://example.com"}],
        "pageFunction": """
            async function pageFunction(context) {
                const { request, page } = context;
                const title = await page.title();
                return { url: request.url, title };
            }
        """,
    }
)

# Fetch results from dataset
dataset = client.dataset(run["defaultDatasetId"])
for item in dataset.iterate_items():
    print(item)

Schedules → Scheduler API

Apify Schedules trigger actor runs on a cron schedule. AlterLab's Scheduler API provides the same functionality without actors.

Python

from apify_client import ApifyClient

client = ApifyClient("apify_api_xxx")

# Create a schedule to run an actor every hour
client.schedules().create(
    name="hourly-scrape",
    cron_expression="0 * * * *",
    actions=[{
        "type": "RUN_ACTOR",
        "actorId": "apify/web-scraper",
        "runInput": {
            "startUrls": [{"url": "https://example.com"}]
        }
    }]
)

Simpler Scheduling

No actor to deploy or maintain. Define the scrape parameters and schedule — AlterLab handles execution, retries, and result delivery.

Storage → Cloud Storage Export

Apify provides key-value stores and datasets for persisting scrape results. AlterLab delivers results directly via API response, webhooks, or cloud storage export.

Apify Storage

Key-value store (manual get/put)
Datasets (append-only tables)
Request queues (URL frontier)
Stored on Apify platform
Extra cost for storage retention

AlterLab Delivery

Synchronous API response (instant)
Webhook delivery (async jobs)
Cloud storage export (S3, GCS)
Multiple output formats per request
No storage fees — you own the data

Webhooks

Both platforms support webhook notifications. The migration is straightforward — update the payload parsing in your webhook handler.

Python

# Apify webhook payload
@app.post("/apify-webhook")
async def handle_apify(payload: dict):
    event_type = payload["eventType"]  # "ACTOR.RUN.SUCCEEDED"
    resource = payload["resource"]
    dataset_id = resource["defaultDatasetId"]

    # Must fetch results separately from dataset API
    results = apify_client.dataset(dataset_id).list_items()
    process(results)

Results in the Payload

AlterLab webhooks include the scrape results directly — no extra API call to fetch data from a dataset.

Datasets → Batch Results + Formats

Apify datasets collect results from actor runs. In AlterLab, use batch scraping to process multiple URLs and get results in your preferred format.

Python

from apify_client import ApifyClient

client = ApifyClient("apify_api_xxx")

# Run actor with multiple URLs
run = client.actor("apify/web-scraper").call(
    run_input={
        "startUrls": [
            {"url": "https://example.com/page1"},
            {"url": "https://example.com/page2"},
            {"url": "https://example.com/page3"},
        ]
    }
)

# Iterate through dataset results
dataset = client.dataset(run["defaultDatasetId"])
for item in dataset.iterate_items():
    print(item["url"], item["title"])

Proxy

Apify Proxy

Separate pricing for residential proxies
Must configure proxy groups per actor
proxyConfiguration in actor input
Geo-targeting available (extra cost)

AlterLab Proxy

Automatic proxy rotation included
Auto-escalation through proxy tiers
BYOP support for your own proxy pools
Geo-targeting via country parameter

Bash

# AlterLab — proxy handling is automatic, or use BYOP
curl -X POST https://api.alterlab.io/api/v1/scrape \
  -H "X-API-Key: sk_live_xxx" \
  -H "Content-Type: application/json" \
  -d '{
    "url": "https://example.com",
    "country": "US",
    "proxy_url": "http://user:pass@your-proxy:8080"
  }'

Pricing Comparison

Aspect	Apify	AlterLab
Pricing model	Monthly subscription + usage	Pay-as-you-go only
Platform fee	$49-$499/mo base fee	$0 — no subscription
Basic scrape cost	~$2.50-5 per 1,000 results	$0.20 per 1,000 (Tier 1)
JS rendering cost	Higher compute units	$1.00 per 1,000 (Tier 2)
Proxy cost	Extra per residential GB	Included in tier pricing
Storage cost	Retention fees after 7 days	No storage fees
Free tier	$5/mo in balance	$1 free balance on signup

No Platform Fee

AlterLab has zero monthly subscription — you only pay for what you scrape. For teams doing 10,000+ scrapes/month, this alone can save hundreds of dollars compared to Apify's platform fees.

Step-by-Step Migration Checklist

Create an AlterLab account

Install the SDK

Replace the Apify client with the AlterLab SDK:

Bash

# Remove Apify
pip uninstall apify-client

# Install AlterLab
pip install alterlab
# or: npm install @alterlab/sdk

Map your actors to API calls

For each Apify actor you use, identify the equivalent AlterLab API parameters. See the Actors mapping section above.

Update webhook handlers

Update your webhook endpoints to parse AlterLab's payload format. Results are included directly — no dataset fetch needed.

Migrate schedules

Recreate your Apify schedules using the AlterLab Scheduler API. Use the same cron expressions — they're compatible.

Test and validate

Run your scraping jobs in parallel on both platforms. Compare results and costs. Once satisfied, cut over to AlterLab.

Decommission Apify

Cancel your Apify subscription, disable schedules, and remove the Apify SDK from your dependencies.

Why AlterLab

No Actors to Maintain

Stop writing, deploying, and debugging actor code. AlterLab handles rendering, anti-bot bypass, and extraction through API parameters.

Advanced Anti-Bot

Automatic tier escalation handles anti-bot systems, CAPTCHAs, and JavaScript challenges. Sites that fail on Apify often succeed on AlterLab.

Built-in LLM Extraction

Extract structured JSON using AI — no custom actor code or third-party LLM integration needed. Just pass a JSON schema.

Pay-As-You-Go Pricing

No monthly platform fee. No compute unit calculations. Pay only for the scrapes you make, starting at $0.0002 per request.

From Firecrawl From ScrapingBee / ScraperAPI

Last updated: June 2026