YouTube Video Metadata Extraction in Python — 3 Working Methods (2026)

Need video titles, channels, view counts, tags or thumbnails programmatically? Here are the three methods that actually work in 2026, with copy-paste Python for each — plus when to use which.

(Just need to check one video quickly? Use the YouTube metadata viewer — no code required.)

Method 1: yt-dlp — richest data, no API key

yt-dlp reads everything YouTube's own player receives: title, description, tags, view/like counts, chapters, formats, subtitles.

pip install yt-dlp

import yt_dlp

url = "https://www.youtube.com/watch?v=dQw4w9WgXcQ"
with yt_dlp.YoutubeDL({"quiet": True}) as ydl:
    info = ydl.extract_info(url, download=False)

print(info["title"])
print(info["channel"], info["channel_id"])
print(info["view_count"], "views")
print(info["upload_date"])      # YYYYMMDD
print(info["tags"])
print(info["duration"], "seconds")

Pros: no key, most complete fields. Cons: slower (~1–2 s/video), can break when YouTube changes internals (update often: pip install -U yt-dlp), and scraping sits in a grey zone of YouTube's ToS — fine for personal analysis, risky for products.

Method 2: YouTube Data API v3 — official and scalable

Get a free API key in Google Cloud Console (YouTube Data API v3 → enable → create key). Free quota is 10,000 units/day; a videos.list call costs 1 unit, so ~10k videos/day.

import requests

KEY = "YOUR_API_KEY"
video_id = "dQw4w9WgXcQ"
r = requests.get(
    "https://www.googleapis.com/youtube/v3/videos",
    params={"part": "snippet,statistics,contentDetails",
            "id": video_id, "key": KEY},
    timeout=10,
)
item = r.json()["items"][0]
snip, stats = item["snippet"], item["statistics"]
print(snip["title"], "|", snip["channelTitle"])
print(snip["publishedAt"], snip.get("tags", []))
print(stats["viewCount"], "views,", stats.get("likeCount"), "likes")
print(item["contentDetails"]["duration"])   # ISO 8601, e.g. PT3M33S

Pros: official, stable, fast, batched (50 ids per call). Cons: needs a key; description truncated to what the API returns; some fields (chapters) missing.

Method 3: oEmbed — zero setup, zero key

For just title/channel/thumbnail, YouTube's public oEmbed endpoint needs nothing at all:

import requests

video = "https://www.youtube.com/watch?v=dQw4w9WgXcQ"
r = requests.get("https://www.youtube.com/oembed",
                 params={"url": video, "format": "json"}, timeout=10)
data = r.json()
print(data["title"], "—", data["author_name"])
print(data["thumbnail_url"])

Thumbnails follow a predictable pattern you can build without any request:

https://i.ytimg.com/vi/<VIDEO_ID>/maxresdefault.jpg   # highest
https://i.ytimg.com/vi/<VIDEO_ID>/hqdefault.jpg       # always exists

Which method should you use?