You can access the Facebook Hashtag Scraper - Ad Library Search by Hashtag programmatically from your own applications by using the Apify API. You can also choose the language preference from below. To use the Apify API, you’ll need an Apify account and your API token, found in API & Integrations in Apify Console.

Python

JavaScript

CLI

OpenAPI

HTTP

MCP

1from apify_client import ApifyClient
2
3# Initialize the ApifyClient with your Apify API token
4# Replace '<YOUR_API_TOKEN>' with your token.
5client = ApifyClient("<YOUR_API_TOKEN>")
6
7# Prepare the Actor input
8run_input = { "hashtags": ["#blackfriday"] }
9
10# Run the Actor and wait for it to finish
11run = client.actor("khadinakbar/facebook-hashtag-scraper").call(run_input=run_input)
12
13# Fetch and print Actor results from the run's dataset (if there are any)
14print(f"💾 Check your data here: https://console.apify.com/storage/datasets/{run.default_dataset_id}")
15for item in client.dataset(run.default_dataset_id).iterate_items():
16    print(item)
17
18# 📚 Want to learn more 📖? Go to → https://docs.apify.com/api/client/python/docs/quick-start

Facebook Hashtag Scraper - Ad Library Ads by Hashtag API in Python

The Apify API client for Python is the official library that allows you to use Facebook Hashtag Scraper - Ad Library Search by Hashtag API in Python, providing convenience functions and automatic retries on errors.

Install the apify-client

$pip install apify-client

Other API clients include:

Facebook Hashtag Scraper - Ad Library Search by Hashtag API in JavaScript

Facebook Hashtag Scraper - Ad Library Search by Hashtag API through CLI

Facebook Hashtag Scraper - Ad Library Search by Hashtag OpenAPI definition

Facebook Hashtag Scraper - Ad Library Search by Hashtag API

Meta/Facebook Ads Library Scraper

alwaysprimedev/facebook-ads-library-scraper

Scrape ads, creatives, advertisers, and landing pages from the Facebook (Meta) Ad Library by keyword or advertiser — fast, structured JSON.

Always Prime

Facebook Ads Library Scraper

scrapemesh/facebook-ads-library-scraper

Facebook Ads Library Scraper extracts public Facebook Ads Library data, including ad creatives, advertiser details, ad copy, media, landing pages, campaign status, and more. Ideal for competitor analysis, ad monitoring, creative research, and marketing intelligence.

ScrapeMesh

Facebook Ads Library Scraper - Meta Ad Creative Monitor

meilimiao/facebook-ads-library-monitor

Scrape Meta/Facebook Ads Library by keyword, Ads Library URL, or Page ID. Extract ad copy, creatives, CTA, landing pages, dates, and monitor newly launched competitor ads.

Glamour Meow

Meta Ad Library Ads Scraper

adside/meta-ad-library-ads-scraper

Scrape active Meta Ad Library ads by Facebook page ID. Get ad creatives, copy, media, CTAs, landing URLs, dates & platforms for competitor research.

Adside

Facebook Ad Library Scraper - Ads & Advertisers

lentic_clockss/facebook-ad-library-scraper

Scrape Facebook Ad Library ads and advertiser signals for competitive research and creative monitoring. Export structured ad metadata without building browser automation from scratch.

kane liu

Meta Ad Library Scraper | Ad Copy & Landing Pages

happyfhantum/meta-ad-library-intelligence-scraper

Pull competitor ads from the public Meta Ad Library with ad copy, CTAs, landing pages, and angle tags.

Kelsey Todd

Meta Ad Library API - Facebook & Instagram Ads Scraper

thenetaji/meta-ad-library-api-scraper

Scrape public Facebook and Instagram ads from Meta Ad Library: search by keyword or Ad Library URL, browse every ad from a known advertiser Page, or find a Page's ID by brand name. Filter by country, status, category, format, platform, and date, and optionally enrich each ad with full details.

The Netaji

5.0

Meta Facebook Ad Library Scraper

code-node-tools/facebook-ad-library-scraper

Meta Facebook Ads Library scraper for keyword, Page, or URL search. Extract ad creatives, advertiser info, spend, and reach as JSON/CSV, no login needed. Also works as a Meta Ads Library scraper and Facebook Ad Library scraping API via Apify.

CodeNodeTools

Meta Ad Library Scraper — Facebook & Instagram Ads API No Login

affiliatescope/meta-ads-scraper

Bulk Meta Ad Library scraper — every Facebook & Instagram ad, creative, landing URL. $0.0015/ad. No login, no Graph API approval. Raw JSON passthrough. Perfect for creative and competitor research.

AffiliateScope

155

5.0

Meta Ad Library - Competitor Ad Scaling Tracker

xtracto/meta-ad-library-tracker

Scrape live competitor ads from the public Meta Ad Library (Facebook & Instagram): ad copy, creative images/videos, landing page URL, start date, and active status. No account or API key required.