To estimate the storage requirements for the given capacity and data types, we need to consider several factors:
Let's break down the storage requirements for each component:
User Metadata: Assuming each user's metadata requires around 1 MB of storage (including profile pictures, account settings, etc.), for 1 billion users:
Total Storage for User Metadata = 1 billion users * 1 MB/user = 1,000,000,000 MB = 1,000,000 GB = 1 PB
Songs: Each song is roughly 5 MB in size.
With 100 million songs:
Total Storage for Songs = 100 million songs * 5 MB/song = 500,000,000 MB = 500,000 GB = 500 TB
Song Metadata: Assuming each song's metadata requires around 1 KB of storage.
With 100 million songs:
Total Storage for Song Metadata = 100 million songs * 1 KB/song = 100,000,000 KB = 100,000 GB = 100 TB
Playlist Data:
Each playlist consists of a list of songs. Assuming each playlist has an average of 20 songs.
With 1 billion users and each having at least 10 playlists:Total number of playlists = 1 billion users * 10 playlists/user = 10 billion playlists
Assuming each playlist entry requires around 1 KB of storage (for playlist metadata):
Total Storage for Playlist Metadata = 10 billion playlists * 1 KB/playlist = 10,000,000,000 KB = 10,000,000 GB = 10,000 TB
Data Redundancy:
Considering replication and backup strategies, let's allocate an additional 50% of the total storage capacity for redundancy.
Total Storage for Redundancy = 1.5 * (Total Storage for User Metadata + Total Storage for Songs + Total Storage for Song Metadata + Total Storage for Playlist Metadata)
User Subscription Data:
Assuming each user's subscription data requires around 1 KB of storage (including subscription type, payment details, etc.), for 1 billion users:
Total Storage for User Subscription Data = 1 billion users * 1 KB/user = 1,000,000,000 KB = 1,000 TB
For a music streaming service like Spotify, various APIs are required to manage user interactions, access music content, handle playlists, and ensure seamless playback across devices. Here are the essential APIs needed for such a platform:
/register: POST request to register a new user./login: POST request to authenticate a user and obtain an access token./logout: POST request to invalidate the user's access token and log them out./search: GET request to search for songs, albums, or artists./songs/{song_id}: GET request to retrieve details of a specific song./albums/{album_id}: GET request to retrieve details of a specific album./artists/{artist_id}: GET request to retrieve details of a specific artist./playlists: GET request to retrieve user's playlists./playlists/{playlist_id}: GET request to retrieve details of a specific playlist./playlists/create: POST request to create a new playlist./playlists/{playlist_id}/add_song: POST request to add a song to a playlist./playlists/{playlist_id}/remove_song: POST request to remove a song from a playlist./playlists/{playlist_id}/share: POST request to share a playlist with other users./sync: GET and POST requests to synchronize user data (e.g., playlists, liked songs, listening history) across devices./stream/{song_id}: GET request to stream a specific song./download/{song_id}: GET request to download a specific song for offline listening./recommendations: GET request to fetch personalized recommendations based on user's listening history and preferences./profile/{user_id}: GET request to retrieve user profile information./profile/update: POST request to update user profile information./profile/delete: POST request to delete user account.These APIs collectively form the backbone of a modern music streaming service, allowing users to interact with the platform, access music content, manage playlists, synchronize data across devices, stream audio, and receive personalized recommendations.
Defining the system data model early on will clarify how data will flow among different components of the system. Also you could draw an ER diagram using the diagramming tool to enhance your design...
You should identify enough components that are needed to solve the actual problem from end to end. Also remember to draw a block diagram using the diagramming tool to augment your design...
Explain how the request flows from end to end in your high level design. Also you could draw a sequence diagram using the diagramming tool to enhance your explanation...
Dig deeper into 2-3 components and explain in detail how they work. For example, how well does each component scale? Any relevant algorithm or data structure you like to use for a component? Also you could draw a diagram using the diagramming tool to enhance your design...
Explain any trade offs you have made and why you made certain tech choices...
Try to discuss as many failure scenarios/bottlenecks as possible.
What are some future improvements you would make? How would you mitigate the failure scenario(s) you described above?