benchmarking-transaction-patterns

A guide for measuring two ways to run the same multi-step transaction in CockroachDB: several SQL statements inside BEGIN and COMMIT, or one statement using a common table expression (CTE).

In plain words
What is it for?
Use it to benchmark transaction designs, test workloads under contention, and interpret performance differences between explicit transactions and single-statement CTEs.
Why use it?
It helps reveal how transaction duration and concurrent traffic affect speed, contention, and retries. It also provides a fair way to compare results.

Skill for Claude CodeCodex

Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

agentmods
npx agentmods add skills/cockroachdb/cursor-plugin/benchmarking-transaction-patterns
Any agent
npx skills add cockroachdb/cursor-plugin --skill benchmarking-transaction-patterns
Clone the repo
git clone --depth 1 https://github.com/cockroachdb/cursor-plugin

Made for: Claude Code, Codex.

Per session 73 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 2,399 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. Scan, not verified.
Origin 100% copy Near-identical to another mod in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5 $0.00073 $0.02399
Opus 5 $0.00036 $0.01200
Sonnet 5 $0.00015 $0.00480
Haiku 4.5 $0.00007 $0.00240

Measured yesterday against content hash 3a65c731c1e4, method: parsed. Prices are Anthropic first-party input rates as of 2026-08-30, from the pricing page.

Security

Grade A, and why

benchmarking-transaction-patterns scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured yesterday.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

Origin

This is a copy

100% identical to benchmarking-transaction-patterns — 0 lines differ, which has more behind it and is treated as the original. This page carries a canonical link to it rather than competing with it.

skills/cockroachdb-application-development/benchmarking-transaction-patterns/SKILL.md · 227 lines

How it starts

The opening of the file, as written. The whole thing — 227 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Benchmarking Transaction Patterns

Guides users through benchmarking, explaining, and comparing two formulations of the same transactional business workflow in CockroachDB: explicit multi-statement transactions versus single-statement CTE transactions. Focuses on performance under contention, fair test methodology, and result interpretation.

Complement to design skills: For general transaction design principles, see designing-application-transactions. For SQL syntax and query patterns, see cockroachdb-sql.

Core Concept

Under contention, the transaction formulation itself is a primary performance lever. The explicit model (multi-statement BEGIN/COMMIT) keeps the transaction open across round trips, widening the contention window. The CTE model (single-statement) collapses the same logic into one atomic statement, reducing transaction duration and retries.

Explicit Transaction Model

BEGIN;
SELECT balance FROM accounts WHERE id = $1;
-- Application decides whether transfer is allowed
UPDATE accounts SET balance = balance - $2 WHERE id = $1;
UPDATE accounts SET balance = balance + $2 WHERE id = $3;
INSERT INTO transfers (from_acct, to_acct, amount, created_at)
VALUES ($1, $3, $2, now());
COMMIT;

CTE Transaction Model

CockroachDB rejects multiple mutations of the same table in a single statement by default (sql.multiple_modifications_of_table.enabled), so the debit and credit are folded into one UPDATE using CASE.

WITH funded AS (
  SELECT 1 FROM accounts WHERE id = $1 AND balance >= $2
), upd AS (
  UPDATE accounts
  SET balance = CASE WHEN id = $1 THEN balance - $2 ELSE balance + $2 END
  WHERE id IN ($1, $3) AND EXISTS (SELECT 1 FROM funded)
  RETURNING id
), ins AS (
  INSERT INTO transfers (from_acct, to_acct, amount, created_at)
  SELECT $1, $3, $2, now() WHERE (SELECT count(*) FROM upd) = 2
  RETURNING id
)
SELECT id FROM ins;

Read the full file on GitHub · 227 lines

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. yesterday First seen · 227 lines · 73 tokens per session scan A 3a65c731c1e4

Subscribe to this mod's changes

benchmarking-transaction-patterns is a skill published in the GitHub repository cockroachdb/cursor-plugin (1 stars, last pushed 1mo ago), licensed Apache-2.0. It adds 73 tokens to every session and 2,399 once invoked, about $0.0004 per session on Opus 5. A static security scan graded it A with 0 findings. It is 100% identical to benchmarking-transaction-patterns, differing in 0 lines, and is treated as a copy.

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