System requirements
Objects
- Account
- Tweet
Functional:
- User should be able to tweet a message
- User should be able to like a tweet
- User should be able to get his tweets
- User should be able to get his feed
- A tweet can contain a another tweet(Retweet)
Non-Functional:
- Performance
- Availabilty
- Consistency
- Scalable
Capacity estimation
Assume we have 100M Total users, out of whih 20% are DAU which is 20M.
User Account can have details like:
UserID(20B)
User Name(20B)
Location(20B) other details can include .. total may be 100Bytes
so total accounts data can be : 100M * 100Bytes = 10GB ~ 40GB(lets assume we grow to 4x in next 2 years)
and each user on an avg can tweet 5 tweets and each tweet of 150 chars : each tweet 200B -> 5 tweets -> 1KB
20M active users -> 20M * 1000B -> 20*1000*MB -> 20GB per day
for 1 year -> 20*500GB --> 10000GB->10TB in year ~ 20TB with growth
Write TPS --> 20M*5 = 100M/100K ~ 1000TPS ~ 5K tps
Read TPS -> assume each user wants top 40 tweets --> then 40K TPS
API design
/getTweets/userid/{userid} O/P: tweets by the user
/getFeed/userid/{userid} O/p : tweets from followers
/likeTweet/tweetId/{tweetid}
Database design
Accounts:
account_id
Name
location
joined_date
active_at
Tweets:
tweet_id
author_id
tweet
created_at
Followers:
account_id
follower_id
status
High-level 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. If you are unfamiliar with the tool, you can simply describe your design to the chat bot and ask it to generate a starter diagram for you to modify...
Request flows
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...
Detailed component design
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...
Trade offs/Tech choices
Explain any trade offs you have made and why you made certain tech choices...
Failure scenarios/bottlenecks
Try to discuss as many failure scenarios/bottlenecks as possible.
Future improvements
What are some future improvements you would make? How would you mitigate the failure scenario(s) you described above?