NewsFeedV1

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Support news feed\n2. Support nested comments\n3. Users can quickly see who they are\nfollowing and who follows them\n4. We can quickly load all posts for a given\nuser\n5. Low latency news feed from posts that\na user follows\n6. Posts can have configurable privacy\ntypes, as do follows\n7. Users can comment on posts, and comments\ncan be infinitely nested\n\n# of Reads >> # of Writes", "textAlign": "left", "verticalAlign": "top", "containerId": null, "originalText": "1. Support news feed\n2. Support nested comments\n3. Users can quickly see who they are\nfollowing and who follows them\n4. We can quickly load all posts for a given\nuser\n5. Low latency news feed from posts that\na user follows\n6. Posts can have configurable privacy\ntypes, as do follows\n7. Users can comment on posts, and comments\ncan be infinitely nested\n\n# of Reads >> # of Writes", "lineHeight": 1.15, "index": "a4", "autoResize": true }, { "type": "rectangle", "version": 2554, "versionNonce": 25537727, "isDeleted": false, "id": "68EXT2GCsCj_6xckOsxc4", "fillStyle": "solid", "strokeWidth": 1, "strokeStyle": "solid", "roughness": 2, "opacity": 100, "angle": 0, "x": -199.43623090625238, "y": -128.9017532097231, "strokeColor": "#495057", "backgroundColor": "transparent", "width": 471.3223044676661, "height": 441.22189398733565, "seed": 514333285, "groupIds": [], "frameId": null, "roundness": null, "boundElements": [], "updated": 1772662318342, "link": null, "locked": false, "index": "a5" }, { "type": "text", "version": 5338, "versionNonce": 76006065, "isDeleted": false, "id": "bgboecnE3UBrcGLmJ8ePE", "fillStyle": "hachure", "strokeWidth": 1, "strokeStyle": "solid", "roughness": 1, "opacity": 100, "angle": 0, "x": 310.2163514441238, "y": -56.67162086237283, "strokeColor": "#1e1e1e", "backgroundColor": "transparent", "width": 399.091796875, "height": 276, "seed": 1597988043, "groupIds": [], "frameId": null, "roundness": null, "boundElements": [], "updated": 1772662318342, "link": null, "locked": false, "fontSize": 20, "fontFamily": 2, "text": "1. 100 characters a post, ~100 bytes for\ntext, maybe ~100 more for metadata\n2. 1 billion posts per day -> 1 bil * 200 bytes\n* 365 days/year = 73 TB a year\n3. On average users have 100 followers,\nsome verified users have millions\n4. Comments also 100 characters, so around\n200 bytes with metadata\n5. Most commons on one post = 1 million,\n1 mil * 200 bytes = 200mb\n\n", "textAlign": "left", "verticalAlign": "top", "containerId": null, "originalText": "1. 100 characters a post, ~100 bytes for\ntext, maybe ~100 more for metadata\n2. 1 billion posts per day -> 1 bil * 200 bytes\n* 365 days/year = 73 TB a year\n3. On average users have 100 followers,\nsome verified users have millions\n4. Comments also 100 characters, so around\n200 bytes with metadata\n5. 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"versionNonce": 621568561, "isDeleted": false, "id": "6YCYzlu4pSVPSLavaukiB", "fillStyle": "hachure", "strokeWidth": 1, "strokeStyle": "solid", "roughness": 2, "opacity": 100, "angle": 0, "x": -180.26623537510744, "y": 393.7481861198196, "strokeColor": "#000000", "backgroundColor": "transparent", "width": 165.2005648542745, "height": 0.8295616012067057, "seed": 298615461, "groupIds": [], "frameId": null, "roundness": { "type": 2 }, "boundElements": [], "updated": 1772662318342, "link": null, "locked": false, "startBinding": null, "endBinding": null, "lastCommittedPoint": null, "startArrowhead": null, "endArrowhead": null, "points": [ [ 0, 0 ], [ 165.2005648542745, 0.8295616012067057 ] ], "index": "aE" }, { "type": "text", "version": 7337, "versionNonce": 1241961823, "isDeleted": false, "id": "nC3qfl1UmLWX2BmXTOs69", "fillStyle": "solid", "strokeWidth": 1, "strokeStyle": "solid", "roughness": 0, "opacity": 100, "angle": 0, "x": -179.7045885042025, "y": 415.98489325358764, "strokeColor": "#1e1e1e", "backgroundColor": "#fefefe", "width": 784.7265625, "height": 1541, "seed": 1825498629, "groupIds": [], "frameId": null, "roundness": null, "boundElements": [], "updated": 1772662318342, "link": null, "locked": false, "fontSize": 20, "fontFamily": 2, "text": "Fetching followers/following\n\ngetFollowers(userId)\ngetFollowing(userId)\n\nFollowers/Following Table (use change data capture)\n\nUser -> follow service -> followers service -> cdc -> kafka -> flink -> user - following table\n\nFollower/Following DB\n\nThere are a lot of writes to these tables, atleast the user-following\ntable needs to be able to ingest them quickly! Let's use Cassandra! \n-> can write to any replica\n-> LSM tree fast for ingestion\n\n-> Do not need to worry about write conflicts, every write is valid!\n-> What should our partition and sort key be?\n\nFollower/Following Partitioning/Datamodel\n\nuserId -> partition key, allows us to ensure no cross partition query to\nget following\nfollower/followingId -> sort key, quick scanning if we ever need to delete a row\n\nNews Feed (Naive)\n\nTo build a news feed for user x\n-> We need following of user x\n-> We need posts of following of user x\n\nGet following from following table, get posts from posts db (too slow)\n\nNews Feed (Optimal)\n\nHow can we avoid reading from multiple different places??\n-> would somehow need to index posts by what news feed they belong to\n-> but a post can be in ~100 different news feeds!\n-> 1 bil posts/day * 200 bytes/tweet * 100 copies = 20 TB of tweets per day\n-> 20 TB/ 256 gb beefy hosts as caches = 80 in memory caches\n-> this is doable, let's sketch it out!\n\n\nClient -> Posts DB -> CDC -> Kafka -> Flink (also receiving from\nuser-followers table, source of truth) -> Feed caches (1 - 100)\n\nNotes:\n-> Use Flink to keep state of all followers for a given poster, avoids\nmaking constant calls to DB\n-> Stream followers changes to flink via CDC\n-> Shard Flink on posterId\n-> Posts, edits, security permission changes go through this path\n\nPosts DB/Schema\n-> In the last slide database writes need to be fast since all posts go\nthere first!\n-> Utilizing some database with lots of partitioning + leaderless replication\n+ LSM tree could help vs here! (Cassandra)\n\nSchema:\nuserId (partition key) | timestamp (sort key) | tweet body\n101 | 01/03/2024 | \"katt williams\"\n\n-> partitioning/ sorting this way also ensures that loading all\ntweets for a given user is fast!\n\n", "textAlign": "left", "verticalAlign": "top", "containerId": null, "originalText": "Fetching followers/following\n\ngetFollowers(userId)\ngetFollowing(userId)\n\nFollowers/Following Table (use change data capture)\n\nUser -> follow service -> followers service -> cdc -> kafka -> flink -> user - following table\n\nFollower/Following DB\n\nThere are a lot of writes to these tables, atleast the user-following\ntable needs to be able to ingest them quickly! Let's use Cassandra! \n-> can write to any replica\n-> LSM tree fast for ingestion\n\n-> Do not need to worry about write conflicts, every write is valid!\n-> What should our partition and sort key be?\n\nFollower/Following Partitioning/Datamodel\n\nuserId -> partition key, allows us to ensure no cross partition query to\nget following\nfollower/followingId -> sort key, quick scanning if we ever need to delete a row\n\nNews Feed (Naive)\n\nTo build a news feed for user x\n-> We need following of user x\n-> We need posts of following of user x\n\nGet following from following table, get posts from posts db (too slow)\n\nNews Feed (Optimal)\n\nHow can we avoid reading from multiple different places??\n-> would somehow need to index posts by what news feed they belong to\n-> but a post can be in ~100 different news feeds!\n-> 1 bil posts/day * 200 bytes/tweet * 100 copies = 20 TB of tweets per day\n-> 20 TB/ 256 gb beefy hosts as caches = 80 in memory caches\n-> this is doable, let's sketch it out!\n\n\nClient -> Posts DB -> CDC -> Kafka -> Flink (also receiving from\nuser-followers table, source of truth) -> Feed caches (1 - 100)\n\nNotes:\n-> Use Flink to keep state of all followers for a given poster, avoids\nmaking constant calls to DB\n-> Stream followers changes to flink via CDC\n-> Shard Flink on posterId\n-> Posts, edits, security permission changes go through this path\n\nPosts DB/Schema\n-> In the last slide database writes need to be fast since all posts go\nthere first!\n-> Utilizing some database with lots of partitioning + leaderless replication\n+ LSM tree could help vs here! 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