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Virlo Short-Form Video Training Data

Virlo social media intelligence — viral video analytics, hashtag rankings, trend digests, and social listening across YouTube, TikTok, and Instagram. Use for...
Virlo 社交媒体情报——涵盖YouTube、TikTok和Instagram的爆款视频分析、标签排名、趋势摘要及社交舆情监测。
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#analytics#latest#learning#short-form video#training data#video

概述

Virlo

Social media intelligence for short-form video — Bloomberg for viral content.

Homepage: https://dev.virlo.ai

Source: https://github.com/CalciferFriend/virlo-skill

Full API docs: https://dev.virlo.ai/docs | Playground: https://dev.virlo.ai/docs/playground

Config

Set VIRLO_API_KEY environment variable. Your API key has the format virlo_tkn_ and can be obtained from the Virlo dashboard.

Context

The Virlo API provides cross-platform analytics across YouTube, TikTok, and Instagram. Key capabilities:

  • Hashtags — 500K+ hashtags ranked by usage count and total views
  • Trends — Daily curated trending topics updated at 1am UTC
  • Videos — 2M+ viral video performance data (views, likes, shares, comments)
  • Orbit — Keyword-based social listening with async analysis jobs
  • Comet — Automated niche monitoring with scheduled scraping

API Access

All endpoints use base URL https://api.virlo.ai/v1, snake_case naming, and return data in a { "data": ... } envelope.

Making Requests

Use curl directly with the VIRLO_API_KEY environment variable:

# GET request
curl -s -X GET "https://api.virlo.ai<endpoint>" \
  -H "Authorization: Bearer ${VIRLO_API_KEY}" \
  -H "Content-Type: application/json"

# POST request with JSON body
curl -s -X POST "https://api.virlo.ai<endpoint>" \
  -H "Authorization: Bearer ${VIRLO_API_KEY}" \
  -H "Content-Type: application/json" \
  -d '<json-body>'

Examples

# List top hashtags
curl -s -X GET "https://api.virlo.ai/v1/hashtags" \
  -H "Authorization: Bearer ${VIRLO_API_KEY}" \
  -H "Content-Type: application/json"

# Top 10 viral videos
curl -s -X GET "https://api.virlo.ai/v1/videos?limit=10" \
  -H "Authorization: Bearer ${VIRLO_API_KEY}" \
  -H "Content-Type: application/json"

# Daily trend digest
curl -s -X GET "https://api.virlo.ai/v1/trends" \
  -H "Authorization: Bearer ${VIRLO_API_KEY}" \
  -H "Content-Type: application/json"

# Create an Orbit search
curl -s -X POST "https://api.virlo.ai/v1/orbit" \
  -H "Authorization: Bearer ${VIRLO_API_KEY}" \
  -H "Content-Type: application/json" \
  -d '{"name":"AI research","keywords":["artificial intelligence","AI tools"]}'

API Reference

Authentication

All requests require a Bearer token:

Authorization: Bearer virlo_tkn_<your_key>

Never commit API keys to version control. Regenerate compromised keys from the dashboard.

Response Envelope

All responses use a { "data": ... } envelope. List endpoints include pagination metadata:

{
  "data": {
    "total": 500,
    "limit": 50,
    "offset": 0,
    "items": [ ... ]
  }
}

Pagination

List endpoints use offset-based pagination via limit and page query parameters:

| Parameter | Type | Default | Description |

| --------- | ------- | ------- | ----------------------- |

| limit | integer | 50 | Items per page (1-100) |

| page | integer | 1 | Page number (1-indexed) |

Maximum of 1000 total results accessible via pagination.

Common Query Parameters

Many video-related endpoints support these filters:

| Parameter | Type | Description |

| ------------ | ------- | ------------------------------------------------- |

| min_views | integer | Minimum view count threshold |

| platforms | string | Comma-separated: youtube, tiktok, instagram |

| start_date | string | ISO 8601 date filter (earliest publish date) |

| end_date | string | ISO 8601 date filter (latest publish date) |

| order_by | string | Sort field (varies per endpoint) |

| sort | string | Sort direction: asc or desc (default: desc) |

Platforms

  • youtube — YouTube Shorts and videos
  • tiktok — TikTok videos
  • instagram — Instagram Reels

Hashtags

Virlo tracks 500K+ hashtags ranked by usage count and total views.

List Hashtags

GET /v1/hashtags

Standard pagination (limit, page).

Response:

{
  "data": [
    {
      "hashtag": "#shorts",
      "count": 10926,
      "total_views": 869912593
    }
  ]
}

| Field | Type | Description |

| ------------- | ------- | --------------------------------------------- |

| hashtag | string | The hashtag text (may or may not include #) |

| count | integer | Number of videos using this hashtag |

| total_views | integer | Sum of views across all videos with this tag |


Trends

Daily curated trending topics updated at 1am UTC.

List Trend Groups

GET /v1/trends

Standard pagination (limit, page).

Response:

{
  "data": [
    {
      "id": "b88c0c23-8501-4975-a1e9-b7c1160c6342",
      "title": "Trends for Oct 15th",
      "trends": [
        {
          "id": "132ea402-804d-4515-b706-f3ff9c698c5e",
          "trend_id": "8ab75d1a-cb50-4885-b9b3-2e4ede2a3620",
          "trend_group_id": "b88c0c23-8501-4975-a1e9-b7c1160c6342",
          "ranking": 1,
          "trend": {
            "id": "8ab75d1a-cb50-4885-b9b3-2e4ede2a3620",
            "name": "NBA Season Opening Night",
            "description": "The 2025-26 NBA season officially tipped off...",
            "trend_type": "content"
          }
        }
      ]
    }
  ]
}

| Field | Type | Description |

| -------- | ------ | ------------------------------------------------ |

| id | string | UUID of the trend group |

| title | string | Display title (e.g., "Trends for Oct 15th") |

| trends | array | Array of ranked trend entries |

Trend entry fields: id, trend_id, trend_group_id, ranking, trend (object with id, name, description, trend_type).


Videos

2M+ viral videos across YouTube, TikTok, and Instagram.

List Top Videos (Cross-Platform)

GET /v1/videos

| Parameter | Type | Description |

| ------------ | ------- | ------------------------------------------------- |

| limit | integer | Items per page (1-100, default 50) |

| page | integer | Page number (1-indexed, default 1) |

| min_views | integer | Minimum view count filter |

| platforms | string | Comma-separated: youtube, tiktok, instagram |

| start_date | string | ISO 8601 earliest publish date |

| end_date | string | ISO 8601 latest publish date |

| order_by | string | publish_date, views, created_at |

| sort | string | asc or desc (default: desc) |

Platform-Specific Endpoints

GET /v1/youtube-videos
GET /v1/tiktok-videos
GET /v1/instagram-videos

Same parameters and response shape as /v1/videos, filtered to a single platform.

Video Object Fields

| Field | Type | Description |

| -------------------- | ------------ | ------------------------------------------ |

| id | string | Virlo UUID |

| url | string | Original video URL |

| publish_date | string | ISO 8601 publish timestamp |

| views | integer | View count |

| number_of_likes | integer | Like count |

| number_of_comments | integer | Comment count |

| description | string | Video description |

| thumbnail_url | string | Thumbnail image URL |

| hashtags | string[] | Extracted hashtags |

| type | string | Platform: youtube, tiktok, instagram |

| niche | string | Content niche category |

| author_id | string | UUID of the video author |

| bookmarks | integer | Bookmark/save count |

| external_id | string | Platform-specific video ID |

| region | string/null | Geographic region code |

| duration | integer | Duration in seconds |

| transcript_raw | string/null | Raw video transcript (when available) |


Orbit — Social Listening

Queue keyword-based video discovery jobs that search across platforms. Supports async analysis, Meta ads collection, and creator outlier detection.

Create Orbit Search

POST /v1/orbit

| Field | Type | Required | Description |

| ------------------------- | -------- | -------- | -------------------------------------------------------------- |

| name | string | Yes | Descriptive name for the search job |

| keywords | string[] | Yes | Keywords to search (1-10) |

| platforms | string[] | No | Platforms: youtube, tiktok, instagram. Default: all |

| min_views | integer | No | Minimum view count threshold |

| time_period | string | No | today, this_week, this_month, this_year |

| run_analysis | boolean | No | Enable AI social intelligence analysis (default: false) |

| enable_meta_ads | boolean | No | Enable Meta ads collection (default: false) |

| exclude_keywords | string[] | No | Keywords to exclude from results |

| exclude_keywords_strict | boolean | No | Also check transcripts for exclusions (default: false) |

List Orbit Searches

GET /v1/orbit

Paginated list of all search jobs. Standard limit/page parameters.

Get Orbit Results

GET /v1/orbit/:orbit_id

Poll until job completes. When run_analysis: true, includes AI analysis report.

Query params: order_by (views, likes, shares, comments, bookmarks, publish_date, author.followers), sort (asc/desc).

Response fields: name, keywords, analysis (markdown AI report when ready), results (contains total_videos, platform counts, trends, videos, ads, creators).

Get Orbit Videos (Paginated)

GET /v1/orbit/:orbit_id/videos

Standard pagination plus min_views, platforms, start_date, end_date, order_by, sort.

Get Orbit Ads

GET /v1/orbit/:orbit_id/ads

Meta ads collected (requires enable_meta_ads: true). Pagination plus order_by (created_at, page_like_count), sort.

Get Creator Outliers

GET /v1/orbit/:orbit_id/creators/outliers

Creators outperforming their follower count. High outlier_ratio = content reaching far beyond follower base. Standard pagination.


Comet — Automated Niche Monitoring

Create niche configs that automatically discover videos, ads, and creator outliers on a schedule.

Create Comet Config

POST /v1/comet

| Field | Type | Required | Description |

| ------------------------- | -------- | -------- | ------------------------------------------------------ |

| name | string | Yes | Descriptive name (e.g., "Tech Reviews") |

| keywords | string[] | Yes | Keywords to search (1-20) |

| platforms | string[] | Yes | Platforms: youtube, tiktok, instagram |

| cadence | string | Yes | daily, weekly, monthly, or cron expression |

| min_views | integer | Yes | Minimum view count threshold |

| time_range | string | Yes | today, this_week, this_month, this_year |

| is_active | boolean | No | Default: true. Set false to create paused |

| meta_ads_enabled | boolean | No | Enable Meta ads collection (default: false) |

| exclude_keywords | string[] | No | Keywords to exclude |

| exclude_keywords_strict | boolean | No | Also check transcripts for exclusions (default: false) |

List Comet Configs

GET /v1/comet

Add ?include_inactive=true to include deactivated configs.

Get / Update / Delete Comet Config

GET /v1/comet/:id
PUT /v1/comet/:id       # Full replacement — all required fields must be provided
DELETE /v1/comet/:id     # Soft-delete, returns 204

Get Comet Videos

GET /v1/comet/:id/videos

Standard pagination plus min_views, platforms, start_date, end_date, order_by, sort.

Get Comet Ads

GET /v1/comet/:id/ads

Requires meta_ads_enabled: true. Standard pagination plus order_by (created_at, page_like_count), sort.

Get Creator Outliers

GET /v1/comet/:id/creators/outliers

Standard pagination.


Error Handling

| Code | Name | Description |

| ---- | --------------------- | ------------------------------------- |

| 200 | OK | Request processed successfully |

| 201 | Created | Resource created |

| 202 | Accepted | Async job queued (e.g., Orbit search) |

| 204 | No Content | Successful deletion |

| 400 | Bad Request | Invalid request parameters |

| 401 | Unauthorized | Missing or invalid API key |

| 403 | Forbidden | Insufficient permissions |

| 404 | Not Found | Resource not found |

| 422 | Unprocessable Entity | Valid syntax but cannot process |

| 429 | Too Many Requests | Rate limit exceeded |

| 500 | Internal Server Error | Server error |

Error response format:

{
  "error": {
    "type": "validation_error",
    "message": "keywords is required",
    "param": "keywords"
  }
}

Rate Limits

  • Max limit per request: 100 items
  • Max total accessible results: 1,000 items per query
  • On 429, back off and retry after the retry_after value (in seconds)

版本历史

共 1 个版本

  • v1.0.1 当前
    2026-03-29 06:58 安全 安全

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