# Example: Exploring Classified Content

### About this export

| Field | Value |
| --- | --- |
| **content_type** | lesson |
| **platform** | contentstack-academy |
| **source_url** | https://www.contentstack.com/academy/courses/data-insights-data-ingestion-profile-construction/data-insights-course-3--example-exploring-classified-content |
| **course_slug** | data-insights-data-ingestion-profile-construction |
| **lesson_slug** | data-insights-course-3--example-exploring-classified-content |
| **markdown_file_url** | /academy/md/courses/data-insights-data-ingestion-profile-construction/data-insights-course-3--example-exploring-classified-content.md |
| **generated_at** | 2026-04-28T06:55:44.159Z |

> Part of **[Data Ingestion & Profile Construction](https://www.contentstack.com/academy/courses/data-insights-data-ingestion-profile-construction)** on Contentstack Academy. **Academy MD v3** — structured for retrieval; no quiz or assessment keys.

<!-- ai_metadata: {"lesson_id":"13","type":"video","duration_seconds":73,"video_url":"https://cdn.jwplayer.com/previews/r5mEINso","thumbnail_url":"https://cdn.jwplayer.com/v2/media/r5mEINso/poster.jpg?width=720","topics":["Example","Exploring","Classified","Content"]} -->

#### Video details

#### At a glance

- **Title:** 21-data-insights-exploring-classified-content
- **Duration:** 1m 13s
- **Media link:** https://cdn.jwplayer.com/previews/r5mEINso
- **Publish date (unix):** 1752879987

#### Streaming renditions

- application/vnd.apple.mpegurl
- audio/mp4 · AAC Audio · 114950 kbps
- video/mp4 · 180p · 180p · 145410 kbps
- video/mp4 · 270p · 270p · 165318 kbps
- video/mp4 · 360p · 360p · 171917 kbps
- video/mp4 · 406p · 406p · 181549 kbps
- video/mp4 · 540p · 540p · 212738 kbps
- video/mp4 · 720p · 720p · 263879 kbps
- video/mp4 · 1080p · 1080p · 399501 kbps

#### Timed text tracks (delivery)

- **thumbnails:** `https://cdn.jwplayer.com/strips/r5mEINso-120.vtt`

#### Transcript

So with that, so real quick, just to kind of show how Linux works today. If I close this, so let's say let's just go to the bond toy. And if I go to classification, you can do a manual classification. So again, we do this automatically, we look at what URLs users are engaging with, we make sure that we have a document that matches that, keep it up to date, etc, etc. But it'll essentially go out and classify that particular document. So it's going to pull in to make sure you have the right thing, it's going to say here's the image. In some cases, there's more context, you can manually curate topics, I think inevitably over time, this goes away, that's a thing that you would want to do inside of the CMS portion of the management system. But this is how users can start to get kind of a sneak peek of what's working and what we're seeing and ultimately classifying.

#### Subtitles (WebVTT)

```webvtt
WEBVTT

1
00:00:00.000 --> 00:00:21.220
So with that, so real quick, just to kind of show how Linux works today.

2
00:00:21.220 --> 00:00:29.140
If I close this, so let's say let's just go to the bond toy.

3
00:00:29.140 --> 00:00:34.560
And if I go to classification, you can do a manual classification.

4
00:00:34.560 --> 00:00:38.140
So again, we do this automatically, we look at what URLs users are engaging with, we make

5
00:00:38.140 --> 00:00:42.480
sure that we have a document that matches that, keep it up to date, etc, etc.

6
00:00:42.480 --> 00:00:45.960
But it'll essentially go out and classify that particular document.

7
00:00:45.960 --> 00:00:48.520
So it's going to pull in to make sure you have the right thing, it's going to say here's

8
00:00:48.520 --> 00:00:49.520
the image.

9
00:00:49.520 --> 00:00:54.160
In some cases, there's more context, you can manually curate topics, I think inevitably

10
00:00:54.160 --> 00:00:57.600
over time, this goes away, that's a thing that you would want to do inside of the CMS

11
00:00:57.600 --> 00:00:59.040
portion of the management system.

12
00:00:59.040 --> 00:01:03.160
But this is how users can start to get kind of a sneak peek of what's working and what

13
00:01:03.160 --> 00:01:04.800
we're seeing and ultimately classifying.

```

```transcript
<!-- PLACEHOLDER: replace with real transcript before publish if cues were auto-derived from WebVTT -->
[00:00] So with that, so real quick, just to kind of show how Linux works today.
[00:21] If I close this, so let's say let's just go to the bond toy.
[00:29] And if I go to classification, you can do a manual classification.
[00:34] So again, we do this automatically, we look at what URLs users are engaging with, we make
[00:38] sure that we have a document that matches that, keep it up to date, etc, etc.
[00:42] But it'll essentially go out and classify that particular document.
[00:45] So it's going to pull in to make sure you have the right thing, it's going to say here's
[00:48] the image.
[00:49] In some cases, there's more context, you can manually curate topics, I think inevitably
[00:54] over time, this goes away, that's a thing that you would want to do inside of the CMS
[00:57] portion of the management system.
[00:59] But this is how users can start to get kind of a sneak peek of what's working and what
[01:03] we're seeing and ultimately classifying.
```

#### Key takeaways

- Connect **Example: Exploring Classified Content** back to your stack configuration before moving to the next module.
- Capture one concrete artifact (screenshot, Postman call, or code snippet) that proves the step works in your environment.
- Re-read the delivery versus management boundary for anything you changed in the entry model.

## Supplement for indexing

### Content summary

Example: Exploring Classified Content. Example: Exploring Classified Content in Data Ingestion & Profile Construction (data-insights-data-ingestion-profile-construction).

### Retrieval tags

- Example
- Exploring
- Classified
- Content
- data-insights-data-ingestion-profile-construction
- lesson 13
- Example: Exploring Classified Content
- data-insights-data-ingestion-profile-construction lesson

### Indexing notes

Index this lesson as a primary chunk tagged with lesson_id "13" and topics: [Example, Exploring, Classified, Content].
Parent course slug: data-insights-data-ingestion-profile-construction. Use asset_references URLs as thumbnail hints in search results when present.
Never surface LMS quiz content or assessment answers from this file.

### Asset references

| Label | URL |
| --- | --- |
| Video thumbnail: Example: Exploring Classified Content | `https://cdn.jwplayer.com/v2/media/r5mEINso/poster.jpg?width=720` |

### External links

| Label | URL |
| --- | --- |
| Contentstack Academy home | `https://www.contentstack.com/academy/` |
| Training instance setup | `https://www.contentstack.com/academy/training-instance` |
| Academy playground (GitHub) | `https://github.com/contentstack/contentstack-academy-playground` |
| Contentstack documentation | `https://www.contentstack.com/docs/` |
