Youtube Community Posts Scraper
Pricing
$7.50/month + usage
Youtube Community Posts Scraper
[ Amazing Price ✨ ] Get high-quality data at an affordable cost ⚡ Fast, reliable & easy-to-use – try it once & feel the difference Access extensive insights effortlessly Check the info tab for full details 📈
Pricing
$7.50/month + usage
Rating
5.0
(1)
Developer

Alpha Scraper
Actor stats
0
Bookmarked
13
Total users
2
Monthly active users
16 days ago
Last modified
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🎯 YouTube Channel Posts Scraper — Apify Actor
Short description: A friendly, configurable actor that collects posts from YouTube channel posts pages (the
/postsstream) and emits structured post metadata for downstream use (export, analysis, storage, etc.). It accepts multiple kinds of inputs (keywords, handles/usernames, channel IDs, or direct start URLs), resolves unique channels, scrapes up to a configurable number of posts per channel, and pushes a compact JSON record for every post discovered.
What this actor provides ✨
-
Structured metadata for YouTube channel posts (the “Community posts” / posts stream).
-
One JSON record per post containing:
- identifiers and canonical post URL
- author/channel info
- published text and human-friendly timestamp text
- post content (text), hashtags, and links to YouTube videos mentioned in the text
- media references (images, thumbnails, video links)
- counts/engagement summary where available (likes)
- post type (text, image, gif, video_link, poll)
- a small
_raw_previewblob for lightweight debugging scraped_attimestamp and the sourcechannel_url
-
Error and diagnostic records are also emitted when a channel/page fails to fetch or parse.
Why use it — Benefits & Advantages 🚀
- Flexible inputs: Provide channel handles, channel IDs, search keywords, or direct channel/post URLs. The actor normalizes whatever you give and resolves the appropriate channel posts page(s).
- Deduplication: If the same channel is provided multiple ways (e.g., as a handle and as a URL), the actor treats it as a single channel so you don’t get duplicate work.
- Configurable depth: Limit the number of posts per channel (
maxposts) to control runtime and output size. - Clean, consistent JSON output: Each record is normalized and ready for analysis, ingestion into databases, or ETL pipelines.
- Resilient output strategy: Errors are surfaced as data rows so you can monitor problems programmatically.
Files included & what each does 🗂️
Note: descriptions are intentionally high-level — implementation internals are not included here.
-
actor.jsonContains actor metadata and the input schema the actor expects. This file defines the user-facing form fields, help text, and default values (e.g.,keywords,usernames,channelIds,startUrls,maxposts). Use this file to change the input UI or tweak defaults. -
mainThe actor’s runtime entrypoint. It:- loads user inputs,
- resolves and normalizes channels from the inputs,
- iterates channels and collects post records up to
maxposts, - emits/send each post record as structured JSON. (The file is the runtime orchestration for input → output; the README purposefully does not describe internal parsing details.)
-
(optional) supporting files — e.g.,
Dockerfile, CI manifests, or packaging files: used to containerize or deploy the actor. Adjust those if you need a specific runtime environment.
Input schema — what to provide 🧾
The actor accepts this main input object. Fields are:
-
keywords(array of strings) List of keywords. When used, the actor tries to resolve a representative channel for that keyword. -
usernames(array of strings) Channel handles/usernames (with or without leading@). Example:@MrBeastorMrBeast. -
channelIds(array of strings) Raw channel IDs (UC...form). Example:UC-lHJZR3Gqxm24_Vd_AJ5Yw. -
startUrls(array of objects or strings) One or more explicit channel URLs. Each object can be{ "url": "https://www.youtube.com/@SomeChannel/posts" }or just the URL string. These are the most precise inputs. -
maxposts(integer) Maximum number of posts to extract per channel. Default is typically set inactor.json(e.g., 10 or 20). Set lower for quick runs, higher for deeper scraping.
Tip: the actor supports singular vs. plural variants (e.g., both
keywordandkeywords) for backward compatibility in different integrations.
Output — what the actor emits (field reference) 📦
Each emitted record is a JSON object. Below is a field-by-field reference with short explanations.
-
post_id— string Unique post identifier (YouTube post id). Use as a unique key for deduplication in downstream systems. -
post_url— string | null Canonical post URL (e.g.,https://www.youtube.com/post/POST_ID) when available. -
author_name— string | null Display name of the channel or author who posted. -
author_channel_url— string | null URL to the author’s channel (canonical channel URL). -
published_time_text— string | null Human-friendly published time text as shown on YouTube (e.g., “2 hours ago”, “Jan 5, 2025”). -
content_text— string The textual content of the post (empty string when no text present). -
hashtags— array of strings Extracted hashtags from the content (without the#). -
linked_videos— array of strings Any YouTube video links explicitly included in the post text. -
media_urls— array of strings Media asset URLs found in the post (images, gifs, embedded media). These are direct URLs to thumbnails/images when present. -
media_thumbnails— array of strings Thumbnail URLs (subset ofmedia_urls, specifically thumbnail variants). -
video_links— array of strings Video links inferred from structured fields (may overlap withlinked_videos). -
num_images— integer Count of image-like media items. -
post_type— string One of:text,image,gif/image,video_link,poll— a high-level classification of the post’s content. -
likes— string | number | null Likes/engagement count when present (format depends on what is available). -
_raw_preview— object Small raw snippet useful for lightweight debugging (contains a few original/raw fields such aspostId, snippet of published/payload). -
scraped_at— string (ISO8601 UTC, e.g.,2025-01-17T10:18:00Z) Timestamp when this record was created/emitted. -
channel_url— string The channel posts page URL used as the source for this post (helps trace back to origin). -
_parse_error— string (optional) If parsing of a particular node failed, this field contains a short error message (when present, record may contain only partial data).This is emitted as data as well, so monitoring pipelines can capture failures.
🚀 Input example for multiple channels :
Use the Apify input editor or pass a JSON input. Examples:
Multiple channels (processes each URL separately — maxposts applies per channel):
{"keywords": ["MrBeast"],"usernames": ["@loganpaulvlogs"]"channelIds": ["UC-lHJZR3Gqxm24_Vd_AJ5Yw"],"startUrls": [{"url": "https://www.youtube.com/@MrBeast/posts"},{"url": "https://www.youtube.com/@PenMovies/posts"},{"url": "https://www.youtube.com/@PlayDMF/posts"}],}
🚀 Output (example)
[{"post_id": "UgkxxT2KljsElZRd7X3KR8iXXpH05zJLLSnA","post_url": "https://www.youtube.com/post/UgkxxT2KljsElZRd7X3KR8iXXpH05zJLLSnA","author_name": "MrBeast","author_channel_url": "https://www.youtube.com/@MrBeast","published_time_text": "6 days ago","content_text": "No main channel video today but we just posted one of my all-time favorite MrBeast 2 videos. Beast Games contestants take you inside Beast City and show exclusive BTS of what it’s really like to live there 🙂 go watch pls","hashtags": [],"linked_videos": [],"media_urls": ["//yt3.googleusercontent.com/nxYrc_1_2f77DoBadyxMTmv7ZpRZapHR5jbuYe7PlPd5cIRJxtNNEYyOC0ZsxaDyJJzXrnJiuDE=s32-c-k-c0x00ffffff-no-rj-mo","//yt3.googleusercontent.com/nxYrc_1_2f77DoBadyxMTmv7ZpRZapHR5jbuYe7PlPd5cIRJxtNNEYyOC0ZsxaDyJJzXrnJiuDE=s48-c-k-c0x00ffffff-no-rj-mo","//yt3.googleusercontent.com/nxYrc_1_2f77DoBadyxMTmv7ZpRZapHR5jbuYe7PlPd5cIRJxtNNEYyOC0ZsxaDyJJzXrnJiuDE=s76-c-k-c0x00ffffff-no-rj-mo","https://i.ytimg.com/vi/9uuRqcWFr7U/hq720.jpg?sqp=-oaymwEcCOgCEMoBSFXyq4qpAw4IARUAAIhCGAFwAcABBg==&rs=AOn4CLCCx4L21tIyr2Zu3fNWCNzzby7D3w","https://i.ytimg.com/vi/9uuRqcWFr7U/hq720.jpg?sqp=-oaymwEcCNAFEJQDSFXyq4qpAw4IARUAAIhCGAFwAcABBg==&rs=AOn4CLB4LFkkwUrLA2E_VQct6WWdMrW2RA","https://accounts.google.com/ServiceLogin?service=youtube&uilel=3&passive=true&continue=https%3A%2F%2Fwww.youtube.com%2Fsignin%3Faction_handle_signin%3Dtrue%26app%3Ddesktop%26hl%3Den&hl=en","https://yt3.googleusercontent.com/Jd7IA_TOGrW-oXKgX-m5CBJB0tqMemQ-zhZZYmCJxF4w06dcNREG89dHbR_GGLra1TzSJqoKjFM=s68-c-k-c0x00ffffff-no-rj","https://accounts.google.com/ServiceLogin?service=youtube&uilel=3&passive=true&continue=https%3A%2F%2Fwww.youtube.com%2Fsignin%3Faction_handle_signin%3Dtrue%26app%3Ddesktop%26hl%3Den%26next%3D%252F&hl=en"],"media_thumbnails": ["//yt3.googleusercontent.com/nxYrc_1_2f77DoBadyxMTmv7ZpRZapHR5jbuYe7PlPd5cIRJxtNNEYyOC0ZsxaDyJJzXrnJiuDE=s32-c-k-c0x00ffffff-no-rj-mo","//yt3.googleusercontent.com/nxYrc_1_2f77DoBadyxMTmv7ZpRZapHR5jbuYe7PlPd5cIRJxtNNEYyOC0ZsxaDyJJzXrnJiuDE=s48-c-k-c0x00ffffff-no-rj-mo","//yt3.googleusercontent.com/nxYrc_1_2f77DoBadyxMTmv7ZpRZapHR5jbuYe7PlPd5cIRJxtNNEYyOC0ZsxaDyJJzXrnJiuDE=s76-c-k-c0x00ffffff-no-rj-mo","https://i.ytimg.com/vi/9uuRqcWFr7U/hq720.jpg?sqp=-oaymwEcCOgCEMoBSFXyq4qpAw4IARUAAIhCGAFwAcABBg==&rs=AOn4CLCCx4L21tIyr2Zu3fNWCNzzby7D3w","https://i.ytimg.com/vi/9uuRqcWFr7U/hq720.jpg?sqp=-oaymwEcCNAFEJQDSFXyq4qpAw4IARUAAIhCGAFwAcABBg==&rs=AOn4CLB4LFkkwUrLA2E_VQct6WWdMrW2RA","https://yt3.googleusercontent.com/Jd7IA_TOGrW-oXKgX-m5CBJB0tqMemQ-zhZZYmCJxF4w06dcNREG89dHbR_GGLra1TzSJqoKjFM=s68-c-k-c0x00ffffff-no-rj"],"video_links": ["https://www.youtube.com/watch?v=9uuRqcWFr7U"],"num_images": 2,"post_type": "video_link","likes": "46K","_raw_preview": {"postId": "UgkxxT2KljsElZRd7X3KR8iXXpH05zJLLSnA","publishedTimeText": {"runs": [{"text": "6 days ago","navigationEndpoint": {"clickTrackingParams": "CJEBEPS8AiITCMzd-f3dkZIDFYfePwQdvQECRsoBBEauTlg=","commandMetadata": {"webCommandMetadata": {"url": "/post/UgkxxT2KljsElZRd7X3KR8iXXpH05zJLLSnA","webPageType": "WEB_PAGE_TYPE_BROWSE","rootVe": 247244,"apiUrl": "/youtubei/v1/browse"}},"browseEndpoint": {"browseId": "FEpost_detail","params": "wgNaEhhVQ1g2T1EzRGtjc2JZTkU2SDh1UVF1VkEaJFVna3h4VDJLbGpzRWxaUmQ3WDNLUjhpWFhwSDA1ekpMTFNuQVoYVUNYNk9RM0RrY3NiWU5FNkg4dVFRdVZB","canonicalBaseUrl": "/post/UgkxxT2KljsElZRd7X3KR8iXXpH05zJLLSnA"}}}]},"contentText": {"runs": [{"text": "No main channel video today but we just posted one of my all-time favorite MrBeast 2 videos. Beast Games contestants take you inside Beast City and show exclusive BTS of what it’s really like to live there 🙂 go watch pls"}]}},"scraped_at": "2026-01-17T04:27:21.913714Z","channel_url": "https://www.youtube.com/@MrBeast/posts"},{"post_id": "UgkxIm6SVAUl2WB_iNpQ2EwnGP0J00VAcECz","post_url": "https://www.youtube.com/post/UgkxIm6SVAUl2WB_iNpQ2EwnGP0J00VAcECz","author_name": "MrBeast","author_channel_url": "https://www.youtube.com/@MrBeast","published_time_text": "2 days ago","content_text": "Beast Games x Survivor episode is NOW LIVE! It was an honor to be able to collab with the legend Jeff Probst himself 🥰\n\nWatch for free (30 day trial) on Prime video! https://linktr.ee/beastgames","hashtags": [],"linked_videos": [],"media_urls": ["//yt3.googleusercontent.com/nxYrc_1_2f77DoBadyxMTmv7ZpRZapHR5jbuYe7PlPd5cIRJxtNNEYyOC0ZsxaDyJJzXrnJiuDE=s32-c-k-c0x00ffffff-no-rj-mo","//yt3.googleusercontent.com/nxYrc_1_2f77DoBadyxMTmv7ZpRZapHR5jbuYe7PlPd5cIRJxtNNEYyOC0ZsxaDyJJzXrnJiuDE=s48-c-k-c0x00ffffff-no-rj-mo","//yt3.googleusercontent.com/nxYrc_1_2f77DoBadyxMTmv7ZpRZapHR5jbuYe7PlPd5cIRJxtNNEYyOC0ZsxaDyJJzXrnJiuDE=s76-c-k-c0x00ffffff-no-rj-mo","https://www.youtube.com/redirect?event=backstage_event&redir_token=QUFFLUhqbFdueEU0Ym8wMmlVVGxSdFRjNUNSUzRNS0trUXxBQ3Jtc0tucFlpWEp1WnhPem5sT1ZZZG5qdEZabkMxTGFNZm13Y1hjNmhzRXBkS2VhOVViR3FGRmZrd1BoQmhuQkZlUTREYzBCVHdMSkVGSW00NFlTbW5WOTJtNXZjRnhxOVFzZGJBT0Fad1lrNms1X2dheWRZVQ&q=https%3A%2F%2Flinktr.ee%2Fbeastgames","https://yt3.ggpht.com/lzjX4BLmn7E1Sm-pnw_SLEZ1T-3Z-qcNKxlaAO6loxyvukWZX3i7CEHGsEwVNy_eZcenPv94vKMb2A=s288-c-fcrop64=1,00000000ffffffff-rw-nd-v1","https://yt3.ggpht.com/lzjX4BLmn7E1Sm-pnw_SLEZ1T-3Z-qcNKxlaAO6loxyvukWZX3i7CEHGsEwVNy_eZcenPv94vKMb2A=s400-c-fcrop64=1,00000000ffffffff-rw-nd-v1","https://yt3.ggpht.com/lzjX4BLmn7E1Sm-pnw_SLEZ1T-3Z-qcNKxlaAO6loxyvukWZX3i7CEHGsEwVNy_eZcenPv94vKMb2A=s512-c-fcrop64=1,00000000ffffffff-rw-nd-v1","https://yt3.ggpht.com/lzjX4BLmn7E1Sm-pnw_SLEZ1T-3Z-qcNKxlaAO6loxyvukWZX3i7CEHGsEwVNy_eZcenPv94vKMb2A=s640-c-fcrop64=1,00000000ffffffff-rw-nd-v1","https://yt3.ggpht.com/lzjX4BLmn7E1Sm-pnw_SLEZ1T-3Z-qcNKxlaAO6loxyvukWZX3i7CEHGsEwVNy_eZcenPv94vKMb2A=s800-c-fcrop64=1,00000000ffffffff-rw-nd-v1","https://yt3.ggpht.com/lzjX4BLmn7E1Sm-pnw_SLEZ1T-3Z-qcNKxlaAO6loxyvukWZX3i7CEHGsEwVNy_eZcenPv94vKMb2A=s1024-c-fcrop64=1,00000000ffffffff-rw-nd-v1","https://yt3.ggpht.com/lzjX4BLmn7E1Sm-pnw_SLEZ1T-3Z-qcNKxlaAO6loxyvukWZX3i7CEHGsEwVNy_eZcenPv94vKMb2A=s1080-c-fcrop64=1,00000000ffffffff-rw-nd-v1","https://accounts.google.com/ServiceLogin?service=youtube&uilel=3&passive=true&continue=https%3A%2F%2Fwww.youtube.com%2Fsignin%3Faction_handle_signin%3Dtrue%26app%3Ddesktop%26hl%3Den%26next%3D%252F&hl=en"],"media_thumbnails": ["//yt3.googleusercontent.com/nxYrc_1_2f77DoBadyxMTmv7ZpRZapHR5jbuYe7PlPd5cIRJxtNNEYyOC0ZsxaDyJJzXrnJiuDE=s32-c-k-c0x00ffffff-no-rj-mo","//yt3.googleusercontent.com/nxYrc_1_2f77DoBadyxMTmv7ZpRZapHR5jbuYe7PlPd5cIRJxtNNEYyOC0ZsxaDyJJzXrnJiuDE=s48-c-k-c0x00ffffff-no-rj-mo","//yt3.googleusercontent.com/nxYrc_1_2f77DoBadyxMTmv7ZpRZapHR5jbuYe7PlPd5cIRJxtNNEYyOC0ZsxaDyJJzXrnJiuDE=s76-c-k-c0x00ffffff-no-rj-mo","https://yt3.ggpht.com/lzjX4BLmn7E1Sm-pnw_SLEZ1T-3Z-qcNKxlaAO6loxyvukWZX3i7CEHGsEwVNy_eZcenPv94vKMb2A=s288-c-fcrop64=1,00000000ffffffff-rw-nd-v1","https://yt3.ggpht.com/lzjX4BLmn7E1Sm-pnw_SLEZ1T-3Z-qcNKxlaAO6loxyvukWZX3i7CEHGsEwVNy_eZcenPv94vKMb2A=s400-c-fcrop64=1,00000000ffffffff-rw-nd-v1","https://yt3.ggpht.com/lzjX4BLmn7E1Sm-pnw_SLEZ1T-3Z-qcNKxlaAO6loxyvukWZX3i7CEHGsEwVNy_eZcenPv94vKMb2A=s512-c-fcrop64=1,00000000ffffffff-rw-nd-v1","https://yt3.ggpht.com/lzjX4BLmn7E1Sm-pnw_SLEZ1T-3Z-qcNKxlaAO6loxyvukWZX3i7CEHGsEwVNy_eZcenPv94vKMb2A=s640-c-fcrop64=1,00000000ffffffff-rw-nd-v1","https://yt3.ggpht.com/lzjX4BLmn7E1Sm-pnw_SLEZ1T-3Z-qcNKxlaAO6loxyvukWZX3i7CEHGsEwVNy_eZcenPv94vKMb2A=s800-c-fcrop64=1,00000000ffffffff-rw-nd-v1","https://yt3.ggpht.com/lzjX4BLmn7E1Sm-pnw_SLEZ1T-3Z-qcNKxlaAO6loxyvukWZX3i7CEHGsEwVNy_eZcenPv94vKMb2A=s1024-c-fcrop64=1,00000000ffffffff-rw-nd-v1","https://yt3.ggpht.com/lzjX4BLmn7E1Sm-pnw_SLEZ1T-3Z-qcNKxlaAO6loxyvukWZX3i7CEHGsEwVNy_eZcenPv94vKMb2A=s1080-c-fcrop64=1,00000000ffffffff-rw-nd-v1"],"video_links": [],"num_images": 0,"post_type": "image","likes": "194K","_raw_preview": {"postId": "UgkxIm6SVAUl2WB_iNpQ2EwnGP0J00VAcECz","publishedTimeText": {"runs": [{"text": "2 days ago","navigationEndpoint": {"clickTrackingParams": "CLMBEPS8AiITCMzd-f3dkZIDFYfePwQdvQECRsoBBEauTlg=","commandMetadata": {"webCommandMetadata": {"url": "/post/UgkxIm6SVAUl2WB_iNpQ2EwnGP0J00VAcECz","webPageType": "WEB_PAGE_TYPE_BROWSE","rootVe": 247244,"apiUrl": "/youtubei/v1/browse"}},"browseEndpoint": {"browseId": "FEpost_detail","params": "wgNaEhhVQ1g2T1EzRGtjc2JZTkU2SDh1UVF1VkEaJFVna3hJbTZTVkFVbDJXQl9pTnBRMkV3bkdQMEowMFZBY0VDeloYVUNYNk9RM0RrY3NiWU5FNkg4dVFRdVZB","canonicalBaseUrl": "/post/UgkxIm6SVAUl2WB_iNpQ2EwnGP0J00VAcECz"}}}]},"contentText": {"runs": [{"text": "Beast Games x Survivor episode is NOW LIVE! It was an honor to be able to collab with the legend Jeff Probst himself 🥰\n\nWatch for free (30 day trial) on Prime video! 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Over 1,000,000 hours of work from thousands of people went into making this show. 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And an example error record if post unavailable:
{"error": "Failed to fetch channel page https://www.youtube.com/@UnknownChannel/posts","exception": "HTTPError: 404 Client Error"}
Features & overview 🧭
- Input normalization: accepts multiple input forms and normalizes them to canonical channel posts pages.
- Channel resolution by keyword/username/channel ID or explicit URL.
- Deduplication across inputs so each channel is processed once.
- Per-channel limit control via
maxposts. - Emits one JSON record per post and error records when problems happen.
- Minimal
_raw_previewkept for debugging.
Best practices — get the best results ✅
-
Prefer
startUrlsorchannelIdswhere possible. These give the highest accuracy for resolving a channel. -
Use
maxpostsconservatively. Lower numbers make runs faster and lighter. Use a higher number only if you truly need historical depth. -
Deduplicate inputs before submission. If you already know a channel, avoid providing the same channel as a keyword and URL — though the actor will deduplicate, upstream deduplication reduces network & compute.
-
Batch inputs sensibly. Group channels into reasonable batches to keep run times and rate-limiting risks manageable.
-
Make sure channels are public. Private or restricted channel posts are not available and will generate error records.
-
Monitor returned error records. The actor emits structured error rows; use them for automated alerting and retries.
-
Respect platform terms of service. Use the actor for legitimate, compliant use cases only.
-
If you need programmatic uniqueness, store
post_idas your primary key to avoid duplicates in your database.
Possible causes of errors & how to avoid them ⚠️
Common causes
-
Invalid or malformed URLs in
startUrls. Avoidance: validate URLs before submitting them; use canonical channel URLs when possible. -
Channel is private, restricted, or does not have a posts stream. Avoidance: confirm the channel has public posts (Community posts) visible in a browser.
-
Network instability or timeouts. Avoidance: re-run or increase network timeout/robustness in your runner environment (or reduce batch size).
-
Rate limiting / temporary access blocks. Avoidance: run with reasonable request frequency, reduce concurrency, and batch inputs.
-
Site display/format changes (site-side changes can alter extracted data). Avoidance: periodically refresh your tests and monitor
_raw_preview/ error records. If output fields start missing or show errors, revalidate using a small sample feed. -
Large
maxpostsvalues causing longer runs and heavier resource usage. Avoidance: choosemaxpostsappropriate to your use case and compute budget.
Troubleshooting tips
- Check emitted error rows — they contain short exception messages.
- Run a single-channel test with
maxposts=1to confirm end-to-end behavior before scaling. - Use explicit
startUrls/channelIdsfor precise targeting. - If posts are missing expected fields, inspect
_raw_previewto see what raw snippet was available for that post.
Integration & usage notes 🔌
- The actor outputs JSON records intended for data pipelines; integrate it with your downstream storage (S3, database, Elasticsearch, etc.) or logging mechanism.
- Because the actor pushes both data and error objects, design your pipeline to either separate them by field (e.g., presence of
erroror_parse_error) or route them to a monitoring queue. - The actor is optimized for channel posts extraction — it is not intended for scraping video watch pages, comments, or other YouTube pages.
FAQ ❓
Q: Can I ask the actor to process thousands of channels in one run?
A: You can provide many channels, but for stability and to avoid rate limits it's better to batch large jobs into multiple runs and keep maxposts reasonable per run.
Q: Will duplicate inputs create duplicate outputs? A: The actor deduplicates channel inputs (e.g., the same channel provided as a handle and as a URL) and aims to process each unique channel only once.
Q: Is there a way to get raw unprocessed page HTML or full debug logs?
A: The actor provides a compact _raw_preview for each post and structured error records. For deeper debugging, run small test jobs and consult your runner’s logs. (Long-term logging can be added in your orchestration pipeline.)
Contact & support ✉️
If you need help or have questions about inputs, outputs, or behavior, contact: alphascraper69@gmail.com
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