Facebook Video Details Scraper Advanced

Pricing

$7.50/month + usage

Try for free

Go to Apify Store

Facebook Video Details Scraper Advanced

Try for free

🚀 Minimal Cost! 🌟 Access ALL formats data types easily & fast ⚡ Test it once, see the magic yourself 🔍 Structured, professional, user-friendly 🗂️ Unlock insights, save time, boost productivity 💡 Discover the full power of this actor now! 📊

Pricing

$7.50/month + usage

Rating

5.0

(1)

Developer

Alpha Scraper

Maintained by Community

Actor stats

Bookmarked

Total users

Monthly active users

4 days ago

Last modified

Facebook Video Scraper 🧩

Extract detailed metadata from Facebook videos.
This Actor use to extract embedded metadata from public Facebook video pages and returns structured JSON records.

Highlights ✅

Uses for robust metadata extraction (formats, thumbnails, timestamps, uploader info).
Proxy strategy: No-proxy-first with automatic fallback to Apify Proxy (RESIDENTIAL) — the actor will attempt to fetch pages without a proxy; if that fails (network blocks, rate limits, or inaccessible content), it will automatically retry using Apify Proxy's RESIDENTIAL group when proxyConfiguration/Apify Proxy is available.
Supports single-URL, array of URLs (urls), or startUrls (requestListSources editor).
Outputs one dataset item per processed video and also saves a consolidated JSON to the key-value store under key OUTPUT.

Example input:

{
  "startUrls": [
          { "url": "https://www.facebook.com/watch?v=25092205360464027" },
          { "url": "https://www.facebook.com/watch?v=1550027399351699" }
  ],
  
}

Example Output 📤

keep startUrls prefill items, and retains the proxyConfiguration editor.

[
  {
    "id": "25092205360464027",
    "title": "What will you choose?",
    "upload_date": "2025-11-22",
    "description": "",
    "view_count": "267.4k",
    "concurrent_view_count": "0",
    "uploader": "Sonuhavision",
    "uploader_id": "61568607814971",
    "platform": "facebook",
    "extractor": "facebook",
    "extractor_key": "Facebook",
    "webpage_url": "https://www.facebook.com/watch?v=25092205360464027",
    "webpage_url_basename": "watch",
    "original_url": "https://www.facebook.com/watch?v=25092205360464027",
    "timestamp": "2025-11-22",
    "timestamp_iso": "2025-11-22T21:38:39Z",
    "duration": "15s",
    "thumbnail": "https://scontent-iad3-2.xx.fbcdn.net/v/t15.5256-10/588076216_1350089976778651_8460269944227196698_n.jpg?_nc_cat=100&ccb=1-7&_nc_sid=be8305&_nc_ohc=gDK69HikVUcQ7kNvwHyfQDu&_nc_oc=AdkBGzuzD8U7HFBr8VzY1IO7wVwTh04HsDWgfhaDQbD2pKniim7IKI2V7zjxqo2Ok6g&_nc_zt=23&_nc_ht=scontent-iad3-2.xx&_nc_gid=Ip1f_bhQw_5WYuR-NaoAIw&oh=00_AfjJZUMPTwtgx8UBBv7n9X2sFveKZEMZgG_1iPxeFuz29A&oe=6929A1A2",
    "thumbnails": [
      {
        "url": "https://scontent-iad3-2.xx.fbcdn.net/v/t15.5256-10/588076216_1350089976778651_8460269944227196698_n.jpg?_nc_cat=100&ccb=1-7&_nc_sid=be8305&_nc_ohc=gDK69HikVUcQ7kNvwHyfQDu&_nc_oc=AdkBGzuzD8U7HFBr8VzY1IO7wVwTh04HsDWgfhaDQbD2pKniim7IKI2V7zjxqo2Ok6g&_nc_zt=23&_nc_ht=scontent-iad3-2.xx&_nc_gid=Ip1f_bhQw_5WYuR-NaoAIw&oh=00_AfjJZUMPTwtgx8UBBv7n9X2sFveKZEMZgG_1iPxeFuz29A&oe=6929A1A2",
        "id": "0"
      }
    ],
    "ext": "mp4",
    "video_ext": "mp4",
    "http_headers": {
      "User-Agent": "facebookexternalhit/1.1",
      "Accept": "text/html,application/xhtml+xml,application/xml;q=0.9,*/*;q=0.8",
      "Accept-Language": "en-us,en;q=0.5",
      "Sec-Fetch-Mode": "navigate"
    },
    "formats": [
      {
        "format_id": "1372438847818333a",
        "manifest_url": "https://www.facebook.com/dash_mpd_debug.mpd?v=25092205360464027&dummy=.mpd",
        "ext": "m4a",
        "tbr": 65.655,
        "asr": 44100,
        "format_note": "DASH audio",
        "container": "m4a_dash",
        "vcodec": "none",
        "acodec": "mp4a.40.5",
        "url": "https://video-iad3-1.xx.fbcdn.net/o1/v/t2/f2/m412/AQOB5pCYhGr3DWMiMCKcJpmxaFY8O6XEmgXTBoTkBR71a8cTyYw18rVhb9cZjEf-huTbRYKGw-aIDWxfIpvp4jCp9gIw4HH6jwAnj6E.mp4?_nc_cat=101&_nc_sid=9ca052&_nc_ht=video-iad3-1.xx.fbcdn.net&_nc_ohc=aJ3iEzUeIqsQ7kNvwFW3yIP&efg=eyJ2ZW5jb2RlX3RhZyI6ImRhc2hfbG5faGVhYWNfdmJyM19hdWRpbyIsInZpZGVvX2lkIjoyNTA5MjIwNTM2MDQ2NDAyNywib2lsX3VybGdlbl9hcHBfaWQiOjAsImNsaWVudF9uYW1lIjoidW5rbm93biIsInhwdl9hc3NldF9pZCI6MTg5ODU5MjMzNDAyNDkwNCwiYXNzZXRfYWdlX2RheXMiOjEsInZpX3VzZWNhc2VfaWQiOjEwMTIyLCJkdXJhdGlvbl9zIjoxNSwiYml0cmF0ZSI6NjYxMzcsInVybGdlbl9zb3VyY2UiOiJ3d3cifQ==&ccb=17-1&_nc_gid=Ip1f_bhQw_5WYuR-NaoAIw&_nc_zt=28&oh=00_AfiAzlDnjzkGOP090_YUkwffGZkKlCBeMIe-UIlOGCJwww&oe=6929C39A",
        "manifest_stream_number": 0,
        "is_dash_periods": true,
        "http_headers": {
          "User-Agent": "facebookexternalhit/1.1",
          "Accept": "text/html,application/xhtml+xml,application/xml;q=0.9,*/*;q=0.8",
          "Accept-Language": "en-us,en;q=0.5",
          "Sec-Fetch-Mode": "navigate"
        },
        "downloader_options": {
          "http_chunk_size": 262144000
        },
        "protocol": "https",
        "audio_ext": "m4a",
        "video_ext": "none",
        "vbr": 0,
        "abr": 65.655,
        "resolution": "audio only",
        "format": "1372438847818333a - audio only (DASH audio)"
      },
      {
        "format_id": "sd",
        "quality": -3,
        "url": "https://video-iad3-2.xx.fbcdn.net/o1/v/t2/f2/m412/AQNJJnV799r7LxxZG5g3ikwqGwYu4xC-FWEu2oCZsSKGkeE66OnFXZuA_vQyTQy5XhqkDzqIBz3CZQZqV9oTBVEfcfgsnu0omgj0n_UBAw.mp4?_nc_cat=100&_nc_sid=8bf8fe&_nc_ht=video-iad3-2.xx.fbcdn.net&_nc_ohc=EX59Jc2B2h0Q7kNvwHsZrOd&efg=eyJ2ZW5jb2RlX3RhZyI6Inhwdl9wcm9ncmVzc2l2ZS5GQUNFQk9PSy4uQzMuMzYwLnN2ZV9zZCIsInhwdl9hc3NldF9pZCI6MTg5ODU5MjMzNDAyNDkwNCwiYXNzZXRfYWdlX2RheXMiOjEsInZpX3VzZWNhc2VfaWQiOjEwMTIyLCJkdXJhdGlvbl9zIjoxNSwidXJsZ2VuX3NvdXJjZSI6Ind3dyJ9&ccb=17-1&_nc_gid=Ip1f_bhQw_5WYuR-NaoAIw&_nc_zt=28&oh=00_Afjf1p_-lHP4wQOHmyu9C_OBxGDTrOlNEn03RFDEGko11w&oe=6929B442&bitrate=440895&tag=sve_sd",
        "http_headers": {
          "User-Agent": "facebookexternalhit/1.1",
          "Accept": "text/html,application/xhtml+xml,application/xml;q=0.9,*/*;q=0.8",
          "Accept-Language": "en-us,en;q=0.5",
          "Sec-Fetch-Mode": "navigate"
        },
        "downloader_options": {
          "http_chunk_size": 262144000
        },
        "protocol": "https",
        "ext": "mp4",
        "video_ext": "mp4",
        "audio_ext": "none",
        "dynamic_range": "SDR",
        "format": "sd - unknown"
      },
      {
        "format_id": "hd",
        "quality": -2,
        "url": "https://video-iad3-2.xx.fbcdn.net/o1/v/t2/f2/m366/AQNTOdo9Bjdb6BB_t_AcVj-sMm9Ox6Zcg36OmeFXyRUA6ldtQAlzr5MMPqAWgfBOOiPi2y08AAWzW7mJStyrvPyYl4Ow8FPg8goLdaRBsGqj9Q.mp4?_nc_cat=103&_nc_sid=5e9851&_nc_ht=video-iad3-2.xx.fbcdn.net&_nc_ohc=reaUWNsFNVMQ7kNvwHmQWl0&efg=eyJ2ZW5jb2RlX3RhZyI6Inhwdl9wcm9ncmVzc2l2ZS5GQUNFQk9PSy4uQzMuNzIwLmRhc2hfaDI2NC1iYXNpYy1nZW4yXzcyMHAiLCJ4cHZfYXNzZXRfaWQiOjE4OTg1OTIzMzQwMjQ5MDQsImFzc2V0X2FnZV9kYXlzIjoxLCJ2aV91c2VjYXNlX2lkIjoxMDEyMiwiZHVyYXRpb25fcyI6MTUsInVybGdlbl9zb3VyY2UiOiJ3d3cifQ%3D%3D&ccb=17-1&vs=e7c8292e14982188&_nc_vs=HBksFQIYRWZiX2VwaGVtZXJhbC82QjRCRjQ5MUJFNzc5NkZEMDg2QzNENEZDMzdEMUQ4N19tdF8xX3ZpZGVvX2Rhc2hpbml0Lm1wNBUAAsgBEgAVAhhAZmJfcGVybWFuZW50LzNFNDI3MkMxRTM0QTQyQjBCQjQ5NkEzNEYwQTJERUJEX2F1ZGlvX2Rhc2hpbml0Lm1wNBUCAsgBEgAoABgAGwKIB3VzZV9vaWwBMRJwcm9ncmVzc2l2ZV9yZWNpcGUBMRUAACaQw6Saz7DfBhUCKAJDMywXQC-IMSbpeNUYGWRhc2hfaDI2NC1iYXNpYy1nZW4yXzcyMHARAHUCZZSeAQA&_nc_gid=Ip1f_bhQw_5WYuR-NaoAIw&_nc_zt=28&oh=00_AfgWhfdLbGuPdt1WWdz9UjQ53_akMZyR1JXpo4REAv4gkg&oe=6929C0D1&bitrate=2474911&tag=dash_h264-basic-gen2_720p",
        "http_headers": {
          "User-Agent": "facebookexternalhit/1.1",
          "Accept": "text/html,application/xhtml+xml,application/xml;q=0.9,*/*;q=0.8",
          "Accept-Language": "en-us,en;q=0.5",
          "Sec-Fetch-Mode": "navigate"
        },
        "downloader_options": {
          "http_chunk_size": 262144000
        },
        "protocol": "https",
        "ext": "mp4",
        "video_ext": "mp4",
        "audio_ext": "none",
        "dynamic_range": "SDR",
        "format": "hd - unknown"
      },
      {
        "format_id": "782907904782387v",
        "manifest_url": "https://www.facebook.com/dash_mpd_debug.mpd?v=25092205360464027&dummy=.mpd",
        "ext": "mp4",
        "width": 720,
        "height": 1280,
        "tbr": 561.127,
        "format_note": "DASH video",
        "container": "mp4_dash",
        "vcodec": "av01.0.05M.08.0.111.01.01.01.0",
        "acodec": "none",
        "dynamic_range": "SDR",
        "url": "https://video-iad3-1.xx.fbcdn.net/o1/v/t2/f2/m366/AQOsvVPFgoD956d58MZH9GgyxA9Q4ZD_SXeA-k7udTLFsVJWU8mFxG__iI_X5imGsrq0dUq4SYIniz0Wp01dcMzgRxokSF6Xr8vkpik.mp4?_nc_cat=101&_nc_sid=9ca052&_nc_ht=video-iad3-1.xx.fbcdn.net&_nc_ohc=W_LA57YpB_oQ7kNvwGv0Ecd&efg=eyJ2ZW5jb2RlX3RhZyI6ImRhc2hfcjJhdjEtcjFnZW4ydnA5X3EyMCIsInZpZGVvX2lkIjoyNTA5MjIwNTM2MDQ2NDAyNywib2lsX3VybGdlbl9hcHBfaWQiOjAsImNsaWVudF9uYW1lIjoidW5rbm93biIsInhwdl9hc3NldF9pZCI6MTg5ODU5MjMzNDAyNDkwNCwiYXNzZXRfYWdlX2RheXMiOjEsInZpX3VzZWNhc2VfaWQiOjEwMTIyLCJkdXJhdGlvbl9zIjoxNSwiYml0cmF0ZSI6NTYxMTI3LCJ1cmxnZW5fc291cmNlIjoid3d3In0=&ccb=17-1&_nc_gid=Ip1f_bhQw_5WYuR-NaoAIw&_nc_zt=28&oh=00_AfjSJQ04UeR16C-Ls9lPWJ5XD6PCRy8XVlclE_IVidfHoQ&oe=6929C2E6",
        "manifest_stream_number": 0,
        "is_dash_periods": true,
        "http_headers": {
          "User-Agent": "facebookexternalhit/1.1",
          "Accept": "text/html,application/xhtml+xml,application/xml;q=0.9,*/*;q=0.8",
          "Accept-Language": "en-us,en;q=0.5",
          "Sec-Fetch-Mode": "navigate"
        },
        "downloader_options": {
          "http_chunk_size": 262144000
        },
        "protocol": "https",
        "video_ext": "mp4",
        "audio_ext": "none",
        "abr": 0,
        "vbr": 561.127,
        "resolution": "720x1280",
        "aspect_ratio": 0.56,
        "format": "782907904782387v - 720x1280 (DASH video)"
      },
      {
        "format_id": "1749400205769902v",
        "manifest_url": "https://www.facebook.com/dash_mpd_debug.mpd?v=25092205360464027&dummy=.mpd",
        "ext": "mp4",
        "width": 720,
        "height": 1280,
        "tbr": 700.66,
        "format_note": "DASH video",
        "container": "mp4_dash",
        "vcodec": "av01.0.05M.08.0.111.01.01.01.0",
        "acodec": "none",
        "dynamic_range": "SDR",
        "url": "https://video-iad3-2.xx.fbcdn.net/o1/v/t2/f2/m366/AQNkg2TNj2PSUW2kr73TG-RpThcJ31C9HklUNbL25m210UqOETePhWNRIfZOuKdfxKmBJ-hA-VFYfFLEzt4Pb7CsDliIkhFeFT1BG7k.mp4?_nc_cat=106&_nc_sid=9ca052&_nc_ht=video-iad3-2.xx.fbcdn.net&_nc_ohc=lDqlYgQD3TUQ7kNvwG9S-Vi&efg=eyJ2ZW5jb2RlX3RhZyI6ImRhc2hfcjJhdjEtcjFnZW4ydnA5X3EzMCIsInZpZGVvX2lkIjoyNTA5MjIwNTM2MDQ2NDAyNywib2lsX3VybGdlbl9hcHBfaWQiOjAsImNsaWVudF9uYW1lIjoidW5rbm93biIsInhwdl9hc3NldF9pZCI6MTg5ODU5MjMzNDAyNDkwNCwiYXNzZXRfYWdlX2RheXMiOjEsInZpX3VzZWNhc2VfaWQiOjEwMTIyLCJkdXJhdGlvbl9zIjoxNSwiYml0cmF0ZSI6NzAwNjYwLCJ1cmxnZW5fc291cmNlIjoid3d3In0=&ccb=17-1&_nc_gid=Ip1f_bhQw_5WYuR-NaoAIw&_nc_zt=28&oh=00_AfhFy9QWLd7VpwdMq5vQRBh36BIeiZMdNztAQ5mC0TQPSQ&oe=69299623",
        "manifest_stream_number": 0,
        "is_dash_periods": true,
        "http_headers": {
          "User-Agent": "facebookexternalhit/1.1",
          "Accept": "text/html,application/xhtml+xml,application/xml;q=0.9,*/*;q=0.8",
          "Accept-Language": "en-us,en;q=0.5",
          "Sec-Fetch-Mode": "navigate"
        },
        "downloader_options": {
          "http_chunk_size": 262144000
        },
        "protocol": "https",
        "video_ext": "mp4",
        "audio_ext": "none",
        "abr": 0,
        "vbr": 700.66,
        "resolution": "720x1280",
        "aspect_ratio": 0.56,
        "format": "1749400205769902v - 720x1280 (DASH video)"
      },
      {
        "format_id": "1410077813869732v",
        "manifest_url": "https://www.facebook.com/dash_mpd_debug.mpd?v=25092205360464027&dummy=.mpd",
        "ext": "mp4",
        "width": 720,
        "height": 1280,
        "tbr": 933.285,
        "format_note": "DASH video",
        "container": "mp4_dash",
        "vcodec": "av01.0.05M.08.0.111.01.01.01.0",
        "acodec": "none",
        "dynamic_range": "SDR",
        "url": "https://video-iad3-2.xx.fbcdn.net/o1/v/t2/f2/m366/AQOiQLJi_1P4Oj6zUYs4XD_D4dccy-4gQyKpYdSauAL1HCeMDB8uZvAvj8YzFC2xbG0XOykXMcoLk1jxh61za7cxTs5QLzebM_CMgw0.mp4?_nc_cat=100&_nc_sid=9ca052&_nc_ht=video-iad3-2.xx.fbcdn.net&_nc_ohc=YJAbdwsNQ8cQ7kNvwFO6bE0&efg=eyJ2ZW5jb2RlX3RhZyI6ImRhc2hfcjJhdjEtcjFnZW4ydnA5X3E0MCIsInZpZGVvX2lkIjoyNTA5MjIwNTM2MDQ2NDAyNywib2lsX3VybGdlbl9hcHBfaWQiOjAsImNsaWVudF9uYW1lIjoidW5rbm93biIsInhwdl9hc3NldF9pZCI6MTg5ODU5MjMzNDAyNDkwNCwiYXNzZXRfYWdlX2RheXMiOjEsInZpX3VzZWNhc2VfaWQiOjEwMTIyLCJkdXJhdGlvbl9zIjoxNSwiYml0cmF0ZSI6OTMzMjg1LCJ1cmxnZW5fc291cmNlIjoid3d3In0=&ccb=17-1&_nc_gid=Ip1f_bhQw_5WYuR-NaoAIw&_nc_zt=28&oh=00_AfiPOgh8YkaLuxR-M1cbtv81KtE3MTFrB0Y1u76nXTok7A&oe=6929A695",
        "manifest_stream_number": 0,
        "is_dash_periods": true,
        "http_headers": {
          "User-Agent": "facebookexternalhit/1.1",
          "Accept": "text/html,application/xhtml+xml,application/xml;q=0.9,*/*;q=0.8",
          "Accept-Language": "en-us,en;q=0.5",
          "Sec-Fetch-Mode": "navigate"
        },
        "downloader_options": {
          "http_chunk_size": 262144000
        },
        "protocol": "https",
        "video_ext": "mp4",
        "audio_ext": "none",
        "abr": 0,
        "vbr": 933.285,
        "resolution": "720x1280",
        "aspect_ratio": 0.56,
        "format": "1410077813869732v - 720x1280 (DASH video)"
      },
      {
        "format_id": "4393408590904940v",
        "manifest_url": "https://www.facebook.com/dash_mpd_debug.mpd?v=25092205360464027&dummy=.mpd",
        "ext": "mp4",
        "width": 720,
        "height": 1280,
        "tbr": 1170.278,
        "format_note": "DASH video",
        "container": "mp4_dash",
        "vcodec": "av01.0.05M.08.0.111.01.01.01.0",
        "acodec": "none",
        "dynamic_range": "SDR",
        "url": "https://video-iad3-1.xx.fbcdn.net/o1/v/t2/f2/m366/AQO8MxIjTh-qaK5R-H5vXE8jm3uu05kUE2ekLgIQbhcTMUpX2wxK7-lCYSyhxLI-_vjkgIhzoVH4jzPKI0RNlaI0AsiYE1Pg6grNvvk.mp4?_nc_cat=104&_nc_sid=9ca052&_nc_ht=video-iad3-1.xx.fbcdn.net&_nc_ohc=XO0TNQ4KoLYQ7kNvwFBWgDb&efg=eyJ2ZW5jb2RlX3RhZyI6ImRhc2hfcjJhdjEtcjFnZW4ydnA5X3E1MCIsInZpZGVvX2lkIjoyNTA5MjIwNTM2MDQ2NDAyNywib2lsX3VybGdlbl9hcHBfaWQiOjAsImNsaWVudF9uYW1lIjoidW5rbm93biIsInhwdl9hc3NldF9pZCI6MTg5ODU5MjMzNDAyNDkwNCwiYXNzZXRfYWdlX2RheXMiOjEsInZpX3VzZWNhc2VfaWQiOjEwMTIyLCJkdXJhdGlvbl9zIjoxNSwiYml0cmF0ZSI6MTE3MDI3OCwidXJsZ2VuX3NvdXJjZSI6Ind3dyJ9&ccb=17-1&_nc_gid=Ip1f_bhQw_5WYuR-NaoAIw&_nc_zt=28&oh=00_AfjeTjdxBm0dbvBElG_E4jNDPdk6MfjQ9GRoKq5eX7QdCg&oe=6929B611",
        "manifest_stream_number": 0,
        "is_dash_periods": true,
        "http_headers": {
          "User-Agent": "facebookexternalhit/1.1",
          "Accept": "text/html,application/xhtml+xml,application/xml;q=0.9,*/*;q=0.8",
          "Accept-Language": "en-us,en;q=0.5",
          "Sec-Fetch-Mode": "navigate"
        },
        "downloader_options": {
          "http_chunk_size": 262144000
        },
        "protocol": "https",
        "video_ext": "mp4",
        "audio_ext": "none",
        "abr": 0,
        "vbr": 1170.278,
        "resolution": "720x1280",
        "aspect_ratio": 0.56,
        "format": "4393408590904940v - 720x1280 (DASH video)"
      },
      {
        "format_id": "1149196220761833v",
        "manifest_url": "https://www.facebook.com/dash_mpd_debug.mpd?v=25092205360464027&dummy=.mpd",
        "ext": "mp4",
        "width": 720,
        "height": 1280,
        "tbr": 1600.762,
        "format_note": "DASH video",
        "container": "mp4_dash",
        "vcodec": "av01.0.05M.08.0.111.01.01.01.0",
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      },
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        "video_ext": "mp4",
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        "abr": 0,
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      }
    ]
  }
]

The actor pushes one JSON object per processed URL to the default dataset. It also sets the complete array under the run's key-value store record OUTPUT.

Section	Notable Fields	Description
video	`id`, `desc`, `date`, `duration`, `videoUrl`, `playAddr`, `downloadAddr`, `ratio`, `cover`, `statistics`	Core video metadata, formatted duration, humanized counts
user	`uniqueId`, `nickname`, `avatarThumb`, `verified`, `secUid`	Author identity and profile data, if available
music	`id`, `title`, `playUrl`, `coverThumb`, `authorName`	Linked audio metadata
challenges	`title`, `desc`, `cover`	Associated hashtags or challenges
meta	`region`, `language`, `isAd`, `duetEnabled`, `stitchEnabled`, `labels`	Extra flags and content categorization

Troubleshooting 🛠

Issue	Likely cause	Suggested fix
Empty dataset	URL not public or blocked by Facebook	Ensure URL is public; enable RESIDENTIAL proxy
Partial metadata	Some fields absent on the page	That’s expected — fields appear only if present in the page JSON
Failures / timeouts	Network blocks, proxy misconfigured	Use Apify Proxy (RESIDENTIAL), increase timeout, enable sticky sessions
Actor input not found	Wrong input shape (e.g. missing `startUrls`)	Use `startUrls`, `url`, or `urls` as shown in examples

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