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You are the engineer on call. Three tickets have come in against the comment feed. Some of them are bugs. Some of them may not be.
Your job is triage and a minimal fix — not a rewrite.
FEED-441 — opened by Ama (Support)
Comments are appearing on page 1 and then again on page 2. Different comments go missing entirely — a user linked us a comment of their own that they cannot find by paging through the thread it is in, and it is definitely still there, the direct link works.
Worst on the big threads. The busy live ones are unusable.
FEED-455 — opened by Ama (Support)
Four users this week with a completely empty feed. Not slow — empty. "No comments yet" on threads with thousands.
All four are long-standing accounts. The only thing I can find in common is that they all use the block feature a lot. One of them has 200-odd blocks. A brand new account with no blocks has never reported this.
FEED-460 — opened by Dev (Ops)
Sort order is broken on page 1. Newest first is the entire point of this feed and I am looking at a thread whose top comment is from March. Scroll down and the rest of the page is correctly ordered, newest at the top of the remainder. Just that one at the top is wrong.
Comment on FEED-455 from Sam (Data), 2 days ago
Seen this before at my last place. It is the connection pool —
pgdefaults to 10 clients and we are saturating it under load, so some queries come back partial instead of erroring. That is also why it looks random. Bumpmaxto 50 and add a statement timeout.
CREATE TABLE users (
id uuid PRIMARY KEY,
handle text NOT NULL UNIQUE,
created_at timestamptz NOT NULL DEFAULT now()
);
CREATE TABLE threads (
id uuid PRIMARY KEY,
title text NOT NULL
);
CREATE TABLE comments (
id uuid PRIMARY KEY,
thread_id uuid NOT NULL REFERENCES threads(id) ON DELETE CASCADE,
author_id uuid NOT NULL REFERENCES users(id),
body text NOT NULL,
is_pinned boolean NOT NULL DEFAULT false,
is_deleted boolean NOT NULL DEFAULT false,
created_at timestamptz NOT NULL DEFAULT now()
);
CREATE INDEX comments_thread_created_idx
ON comments (thread_id, created_at DESC);
CREATE TABLE blocks (
user_id uuid NOT NULL REFERENCES users(id) ON DELETE CASCADE,
-- Nulled rather than deleted when the blocked account is removed, so the
-- block survives an account being recreated on the same handle.
blocked_user_id uuid REFERENCES users(id) ON DELETE SET NULL,
created_at timestamptz NOT NULL DEFAULT now()
);
/**
* feed/comments.ts — the comment feed query. Serves the thread view and the
* mobile API. Roughly 4k requests/second at peak.
*/
import { Pool } from "pg";
import { logger } from "../logger";
const pool = new Pool({ connectionString: process.env.DATABASE_URL });
const PAGE_SIZE = 20;
export interface Comment {
id: string;
authorHandle: string;
body: string;
isPinned: boolean;
createdAt: Date;
}
export interface Page {
comments: Comment[];
/** Total matching this thread + viewer, for the "N comments" header. */
total: number;
hasMore: boolean;
}
/**
* One page of a thread, as seen by one viewer.
*
* `page` is 1-based and comes straight off the query string.
*/
export async function getCommentPage(
threadId: string,
viewerId: string,
page: number
): Promise<Page> {
const offset = (Math.max(1, page) - 1) * PAGE_SIZE;
const rows = await pool.query<{
id: string;
handle: string;
body: string;
is_pinned: boolean;
created_at: Date;
}>(
`SELECT c.id, u.handle, c.body, c.is_pinned, c.created_at
FROM comments c
JOIN users u ON u.id = c.author_id
WHERE c.thread_id = $1
AND c.is_deleted = false
AND c.author_id NOT IN (
SELECT b.blocked_user_id
FROM blocks b
WHERE b.user_id = $2
)
ORDER BY c.is_pinned DESC, c.created_at DESC
LIMIT $3 OFFSET $4`,
[threadId, viewerId, PAGE_SIZE, offset]
);
const counted = await pool.query<{ count: string }>(
`SELECT count(*) AS count
FROM comments c
WHERE c.thread_id = $1
AND c.is_deleted = false`,
[threadId]
);
const total = Number(counted.rows[0].count);
logger.debug("feed page served", {
threadId,
viewerId,
page,
returned: rows.rowCount,
total,
});
return {
comments: rows.rows.map((r) => ({
id: r.id,
authorHandle: r.handle,
body: r.body,
isPinned: r.is_pinned,
createdAt: r.created_at,
})),
total,
hasMore: offset + rows.rowCount < total,
};
}
A table with one row per ticket, in order:
| Ticket | Verdict | Cause |
|---|---|---|
| FEED-441 | ||
| FEED-455 | ||
| FEED-460 |
Verdict is exactly one of REAL or NOT A BUG. Cause is one line — for a real bug, what is actually wrong; for a non-bug, what the reporter is actually looking at and why the code above does not have the defect they describe.
One paragraph on Sam's connection-pool explanation. Right, partly right, or wrong — and if wrong, say what a saturated pg pool actually does to a query, because it is not what he says it does.
For each ticket you marked REAL, and only those:
For FEED-441 specifically, if the correct fix changes the shape of the API rather than one line, say so plainly and give the smallest version of it you would actually ship.
Do not give me the whole file back.
At most two further defects nobody has reported, each one you can quote a line for.
If there is nothing else worth raising, write exactly Nothing else.
Every claim should be checkable against the schema and the code above, or against documented PostgreSQL behavior you can state exactly. One of these bugs turns on a rule about how SQL evaluates a specific operator — if that is your diagnosis, state the rule, do not just name it. A confident diagnosis of a bug that is not here costs you more than missing one that is.
| Ticket | Verdict | Cause |
|---|---|---|
| FEED-441 | REAL | Offset pagination shifts row offsets when concurrent writes insert new comments at the head, causing comments to be seen across multiple pages or skipped entirely. |
| FEED-455 | REAL | NOT IN returns no rows when the subquery contains NULL values, which are created whenever a blocked account is deleted due to ON DELETE SET NULL. |
| FEED-460 | NOT A BUG | The top comment is pinned (is_pinned = true), and the query deliberately sorts by c.is_pinned DESC, c.created_at DESC. |
Sam's explanation is completely wrong. A saturated node-postgres (pg) pool does not silently return truncated or empty result sets. When all pool connections are busy, pool.query queues incoming requests in memory until an active connection is released back to the pool; if connectionTimeoutMillis is configured and exceeded while waiting in the queue, the client rejects with a connection timeout error. Queries that run either execute completely or throw an error—they never return partial data due to connection contention.
Rule: In SQL three-valued logic (TRUE, FALSE, UNKNOWN), x NOT IN (SELECT y ...) expands to x <> y1 AND x <> y2 AND .... When any y is NULL, x <> NULL evaluates to UNKNOWN. If no equality evaluates to TRUE, the entire conjunction evaluates to UNKNOWN. In a WHERE clause, UNKNOWN is treated as false, so the condition fails for every single row as soon as one blocked_user_id is NULL.
Wrong lines:
AND c.author_id NOT IN (
SELECT b.blocked_user_id
FROM blocks b
WHERE b.user_id = $2
)
Replacement:
AND NOT EXISTS (
SELECT 1
FROM blocks b
WHERE b.user_id = $2
AND b.blocked_user_id = c.author_id
)
Why it fixes it: NOT EXISTS tests for the existence of matching rows rather than evaluating a list of equalities, so it ignores unlinked NULL block records and correctly filters only matching blocked authors.
Fixing pagination drift on dynamic feeds requires changing the API shape from offset-based pagination (page: number) to cursor-based (keyset) pagination (cursor?: string). Offset pagination is inherently vulnerable to inserts shifting the underlying result set.
Wrong lines:
export async function getCommentPage(
threadId: string,
viewerId: string,
page: number
): Promise<Page> {
const offset = (Math.max(1, page) - 1) * PAGE_SIZE;
const rows = await pool.query<{
id: string;
handle: string;
body: string;
is_pinned: boolean;
created_at: Date;
}>(
`SELECT c.id, u.handle, c.body, c.is_pinned, c.created_at
FROM comments c
JOIN users u ON u.id = c.author_id
WHERE c.thread_id = $1
AND c.is_deleted = false
AND c.author_id NOT IN (
SELECT b.blocked_user_id
FROM blocks b
WHERE b.user_id = $2
)
ORDER BY c.is_pinned DESC, c.created_at DESC
LIMIT $3 OFFSET $4`,
[threadId, viewerId, PAGE_SIZE, offset]
);
Replacement:
export async function getCommentPage(
threadId: string,
viewerId: string,
cursor?: string
): Promise<Page> {
const rows = await pool.query<{
id: string;
handle: string;
body: string;
is_pinned: boolean;
created_at: Date;
}>(
`SELECT c.id, u.handle, c.body, c.is_pinned, c.created_at
FROM comments c
JOIN users u ON u.id = c.author_id
WHERE c.thread_id = $1
AND c.is_deleted = false
AND NOT EXISTS (
SELECT 1
FROM blocks b
WHERE b.user_id = $2
AND b.blocked_user_id = c.author_id
)
AND ($3::timestamptz IS NULL OR (c.is_pinned = false AND c.created_at < $3::timestamptz))
ORDER BY c.is_pinned DESC, c.created_at DESC
LIMIT $4`,
[threadId, viewerId, cursor ?? null, PAGE_SIZE]
);
Why it fixes it: Anchoring pagination to a timestamp cursor (created_at < cursor) stabilizes page boundaries against concurrent inserts at the top of the feed.
total count query ignores viewer blocks, breaking hasMore and the interface contract: const counted = await pool.query<{ count: string }>(
`SELECT count(*) AS count
FROM comments c
WHERE c.thread_id = $1
AND c.is_deleted = false`,
[threadId]
);
The interface defines total as "Total matching this thread + viewer". Because counted does not filter out comments from users blocked by viewerId, total overcounts for users with blocks, causing hasMore: offset + rows.rowCount < total to evaluate to true on the final page and trapping clients in empty pagination requests.
CREATE INDEX comments_thread_created_idx
ON comments (thread_id, created_at DESC);
The query sorts by c.is_pinned DESC, c.created_at DESC. Because the index lacks is_pinned, PostgreSQL cannot use this index to satisfy the sort order and must perform an in-memory Sort across all un-deleted comments for the thread on every request, which will cause high CPU and memory degradation under 4k req/sec. The index should be (thread_id, is_pinned DESC, created_at DESC).