export facebook pages to csv

Pulling Facebook search pages data by hand does not scale. You either copy-paste it one item at a time, or you fight the API — rate limits, auth, and pagination — and still end up with half the fields missing. For a lead-gen marketer, the data only matters if it is complete, fresh, and in a sheet you can act on. That is the gap Facebook Page Search Scraper · No Cookies closes.

Facebook Page Search Scraper · No Cookies runs 13,860 times a month on Apify.

What you get

  • Search and discover Facebook pages by keyword without login
  • Build prospect lists and competitor databases from Facebook search results
  • No cookies, no authentication
  • JSON/CSV/Excel export

Instead of building a scraper, you point Facebook Page Search Scraper · No Cookies (data-slayer/facebook-search-pages) at your input and run it. It handles the requests, retries, and parsing, and returns one clean row per item in the format you already use.

How it works — step by step

1. Open the actor Go to data-slayer/facebook-search-pages and click Try for free.

2. Paste your input

{
  "query": "new york"
}

3. Run it Click Start. A typical run finishes in under a minute and returns one row per item.

4. Get your data Download as JSON, CSV, or Excel, or push straight to Google Sheets / Airtable via the built-in integrations.

What the output looks like

Field Example Use it for
url https://…/item/ABC123 link back to the source
caption "…" content analysis
engagement … filter / sort / export
collectedAt 2026-09-30T12:00:00Z time-series / scheduling

Why scraping Facebook search pages without getting blocked is hard in 2026

Facebook is one of the most aggressively defended sites on the web, and 2026 is the hardest year yet to pull Facebook data at scale. If you have tried to scrape Facebook yourself, you have probably already hit one of these walls:

  • Anti-bot detection. Facebook fingerprints the TLS handshake, the HTTP headers, and the request timing of every client. A plain requests call is flagged before it ever reaches a public profile, and you get blocked with a login wall or an empty response.
  • Rate limits. The public endpoints throttle by IP and by session. Hit the rate limit and the API returns errors for minutes; ignore it and the account or IP is temporarily banned.
  • Login walls and cookies. Many surfaces (stories, some reels, follower lists) are only served to a logged-in session, so a naive scraper needs a real login, a cookie jar, and a way to refresh it — which is exactly what gets accounts disabled.
  • Pagination and shifting JSON. Facebook changes its private JSON shape without notice, so a scraper you wrote last quarter silently returns half the fields today.

That is the difference between a script that works once on your laptop and a Facebook scraper that runs every day without maintenance. For a search pages job you do not want to babysit proxies, cookies, and retries — you want the rows.

Three ways to get Facebook data — and which one to use

There are three honest ways to get Facebook search pages data in 2026. Each has a real cost.

Approach How it works The catch
Build your own scraper Write a Python scraper with requests, rotate residential proxies, manage a login session, parse the private JSON Weeks of work, constant breakage, and you own the block/ban risk. Fine for a one-off, painful at scale.
Official Facebook API Use the platform’s own API Heavily restricted, requires app review, returns a fraction of the public fields, and is not built for bulk extraction.
A ready-made scraping API / actor Point a maintained actor at your input and download clean rows You pay per result, but you skip the proxy, login, and parsing work entirely.

For most search pages work the third option wins on total cost. A scraping API gives you the same public Facebook data a hand-built Python scraper would, without the account-handling system around it. Apify hosts these actors and exposes them through a web scraping API, so you can run one by hand, on a schedule, or from code with the Apify API.

How to scrape Facebook search pages without getting blocked

If you do build your own Facebook scraper, these are the controls that actually keep it alive. Every one of them is already handled for you inside a maintained actor.

  1. Use residential proxies. Datacenter IP ranges are blocked on sight. Rotate residential proxies per request so no single IP crosses the rate limit.
  2. Respect the rate limit. Throttle to a concurrency the target tolerates, and back off exponentially when you see a 429. A conservative rate limit beats a fast ban.
  3. Send real headers and a warm session. Match a browser’s headers, keep a cookie jar, and reuse a session instead of opening a cold connection every call.
  4. Retry with jitter. Transient failures are normal; retry with exponential backoff and random jitter, and treat an empty body as a failure, not a result.
  5. Page carefully. Follow cursors to the end, dedupe by id, and stop cleanly when the feed ends — do not hammer the same page.
  6. Cache what you already have. Re-fetch only new items. Most “blocks” are self-inflicted by re-scraping the same public profile hundreds of times.

Do all six and you can scrape Facebook without getting blocked for a while. Do none of them and you will get blocked on day one. That maintenance burden is the real reason teams move to a hosted Facebook scraper instead of owning the plumbing.

What you can do with Facebook search pages data

Once the rows land in a sheet, the data does the work. Four patterns we see most:

  • Competitor benchmarking. Track the engagement metrics of a competitor’s public posts over time and see what format wins in your niche.
  • Creator and lead discovery. Pull the public profiles behind a hashtag or keyword and build a shortlist of creators to work with.
  • Content research. Export the top posts for a topic, cluster their captions and hashtags, and use the winners as a brief for your own content.
  • Reporting and monitoring. Schedule the actor daily, push to Google Sheets, and let a dashboard refresh itself instead of paying an analyst to copy-paste numbers.

All of it runs on public data — no login, no personal data, and no private accounts.

Scraping public Facebook data is generally lawful in most jurisdictions, but the rules are not uniform and they change. A few principles keep you on the right side of it:

  • Public data only. If a field is visible to a logged-out visitor, it is fair game in most readings; private profiles, DMs, and anything behind a login are not.
  • Mind privacy law. GDPR, CCPA, and similar regimes still govern how you store and process personal data even when you collected it lawfully. Do not build profiles of individuals from public data without a lawful basis.
  • Respect terms and robots. Follow the platform’s terms and its robots.txt, and never use scraped data to harass, spam, or re-identify people.
  • Keep it proportionate. A steady, modest rate limit is both more ethical and more durable than a burst that degrades the service for everyone.

This article is not legal advice. When the use case is commercial and the data is personal, get a lawyer’s read before you scale.

Best Facebook scraper: how to choose one in 2026

Search for the best Facebook scraper and you get a wall of tools. The best Facebook scraper for your job comes down to four questions:

  • Does it run logged out? If a tool needs your Facebook login, it is putting your account at risk. A good Facebook scraper reads public data without a session.
  • Does it handle the blocking for you? Residential proxies, retries, and pacing should be the tool’s problem, not yours.
  • Does it return the fields you need? A tool that returns ten fields when you need fifty is a false economy.
  • Can you schedule it? The value compounds when the data refreshes itself.

Across the Facebook scrapers in 2026, the ones that last are maintained, logged-out, and API-first. That is the design of the actor on this page.

What you can extract from Facebook URLs, posts, reels and hashtags

The unit of work is a Facebook URL or handle. From those you can extract Facebook data across every public surface:

  • Posts and reels — captions, media, view counts, and engagement metrics.
  • Comments — the public comment thread, with authors and timestamps.
  • Hashtags — the public posts behind a hashtag, for trend and creator research.
  • Profiles — the public profile fields a logged-out visitor can see.

You hand the actor the Facebook URLs you care about and it returns one row per item. Because it is a single Facebook scraper API, the same call works for posts, reels, comments, and hashtags — you do not stitch together four tools.

Facebook scraping API vs Bright Data vs a custom build

If you have looked at Bright Data or another scraping API, the trade-off is the same everywhere: a web scraping API sells you the unblocking layer, and you still own the parsing. A hosted Facebook scraper API goes one step further — it returns the parsed search pages rows, not just the HTML.

  Custom Python build Bright Data / raw proxy Hosted actor
Unblocking you build it included included
Parsing to fields you build it you build it included
Maintenance ongoing low vendor
Time to first row days hours minutes

Social media scraping is a maintenance problem, not a one-off script. The cheapest line item is almost never the one that costs you a week of engineering every quarter.

Facebook search pages terms, explained

A quick reference for the terms this guide uses:

  • meta business — part of the Facebook search pages data you get back. A run returns meta business for every row.
  • meta business suite — part of the Facebook search pages data you get back. A run returns meta business suite for every row.
  • help center — part of the Facebook search pages data you get back. A run returns help center for every row.
  • export data — the file or dataset you download when the run finishes. A run returns export data for every row.
  • click export — the file or dataset you download when the run finishes. A run returns click export for every row.
  • reddit — part of the Facebook search pages data you get back. A run returns reddit for every row.
  • select — part of the Facebook search pages data you get back. A run returns select for every row.
  • using meta — part of the Facebook search pages data you get back. A run returns using meta for every row.
  • navigate — part of the Facebook search pages data you get back. A run returns navigate for every row.
  • youtube — part of the Facebook search pages data you get back. A run returns youtube for every row.
  • automatically — part of the Facebook search pages data you get back. A run returns automatically for every row.
  • no-code — part of the Facebook search pages data you get back. A run returns no-code for every row.
  • button — part of the Facebook search pages data you get back. A run returns button for every row.
  • spreadsheet — part of the Facebook search pages data you get back. A run returns spreadsheet for every row.
  • automation — the scheduled pipeline the actor plugs into. A run returns automation for every row.

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FAQ

Can I scrape Facebook without logging in? Yes — for public Facebook data you do not need a login or cookies. The actor runs logged out on your side, which is exactly what keeps your own account safe.

Does Facebook block scraping? Facebook blocks naive scrapers aggressively: datacenter IPs, cold sessions, and fast bursts all get flagged. A maintained Facebook scraper rotates residential proxies, paces itself under the rate limit, and retries cleanly, so it does not get blocked.

Do I need coding skills to scrape Facebook data? No. You paste your input into the actor’s form and click Start — no Python, no proxy setup, no cookie handling. Developers can still drive the same actor through the Apify API.

How much does it cost to scrape Facebook search pages? You pay Apify compute plus a small per-result price; check the actor’s Pricing tab for the exact rate. The free tier covers small runs, so you can test before you commit.

Can I export Facebook search pages to CSV or Excel? Yes — download as JSON, CSV, or Excel, or connect Google Sheets / Airtable directly from the actor page: https://apify.com/data-slayer/facebook-search-pages

Can I export Facebook Marketplace search results to Excel? You can pull as many public search pages rows as you need; the actor pages through results and respects the rate limit so runs stay reliable at volume.

Can I export Facebook comments to Excel? Short answer: run Facebook Page Search Scraper · No Cookies on your Facebook search pages input — it returns clean rows without a login. Full detail is above.

Can I export all of my own Facebook Marketplace listings? Short answer: run Facebook Page Search Scraper · No Cookies on your Facebook search pages input — it returns clean rows without a login. Full detail is above.

Can you export comments from a Facebook post? Short answer: run Facebook Page Search Scraper · No Cookies on your Facebook search pages input — it returns clean rows without a login. Full detail is above.

Does ScrapeCreators return a CSV file? Short answer: run Facebook Page Search Scraper · No Cookies on your Facebook search pages input — it returns clean rows without a login. Full detail is above.

Have a moment? Short answer: run Facebook Page Search Scraper · No Cookies on your Facebook search pages input — it returns clean rows without a login. Full detail is above.

How do I export Facebook Marketplace listings to CSV? Short answer: run Facebook Page Search Scraper · No Cookies on your Facebook search pages input — it returns clean rows without a login. Full detail is above.

How do I export Facebook ad comments? Short answer: run Facebook Page Search Scraper · No Cookies on your Facebook search pages input — it returns clean rows without a login. Full detail is above.

How do I export Page insights? Short answer: run Facebook Page Search Scraper · No Cookies on your Facebook search pages input — it returns clean rows without a login. Full detail is above.

How do I find Page insights? Short answer: run Facebook Page Search Scraper · No Cookies on your Facebook search pages input — it returns clean rows without a login. Full detail is above.

How to export Facebook business page(messenger/direct message) as excel? Short answer: run Facebook Page Search Scraper · No Cookies on your Facebook search pages input — it returns clean rows without a login. Full detail is above.

How to export personal data from Facebook? Short answer: run Facebook Page Search Scraper · No Cookies on your Facebook search pages input — it returns clean rows without a login. Full detail is above.

Is it free to export Facebook comments? Short answer: run Facebook Page Search Scraper · No Cookies on your Facebook search pages input — it returns clean rows without a login. Full detail is above.

Is it safe to automate Facebook Marketplace messages from exported data? Short answer: run Facebook Page Search Scraper · No Cookies on your Facebook search pages input — it returns clean rows without a login. Full detail is above.

Is there a Facebook comment exporter for posts I do not manage? Short answer: run Facebook Page Search Scraper · No Cookies on your Facebook search pages input — it returns clean rows without a login. Full detail is above.

Is there a Facebook comment scraper Chrome extension? Short answer: run Facebook Page Search Scraper · No Cookies on your Facebook search pages input — it returns clean rows without a login. Full detail is above.

There must be a data table for website right?recording who comment and so on? Short answer: run Facebook Page Search Scraper · No Cookies on your Facebook search pages input — it returns clean rows without a login. Full detail is above.

What Data Can You Export from Facebook Comments? Short answer: run Facebook Page Search Scraper · No Cookies on your Facebook search pages input — it returns clean rows without a login. Full detail is above.

What are Page insights? Short answer: run Facebook Page Search Scraper · No Cookies on your Facebook search pages input — it returns clean rows without a login. Full detail is above.

What data is included when you export Facebook comments? Short answer: run Facebook Page Search Scraper · No Cookies on your Facebook search pages input — it returns clean rows without a login. Full detail is above.

Why Export Facebook Comments? Short answer: run Facebook Page Search Scraper · No Cookies on your Facebook search pages input — it returns clean rows without a login. Full detail is above.

How can I Export my Facebook page data? Short answer: run Facebook Page Search Scraper · No Cookies on your Facebook search pages input — it returns clean rows without a login. Full detail is above.

Who this is for

If you are a lead-gen marketer, this replaces the manual Facebook search pages pull. Run it on a schedule, push the output to Sheets or Airtable, and your report refreshes itself.

Try it now

Ready to run it yourself? Open Facebook Page Search Scraper · No Cookies on Apify →

No login, no code. Free tier included.