benchmarking-transaction-patterns

benchmarking-transaction-patterns is a skill for Claude Code, Codex from cockroachlabs/cockroachdb-skills. It costs 73 tokens per session (2,399 once invoked), scanned A, original, Apache-2.0.

A benchmarking guide for comparing two ways to perform the same CockroachDB transaction: several statements inside an explicit transaction or one statement using SQL common table expressions. It focuses on fair tests and database contention, when many operations compete for the same data.

In plain words
What is it for?
Use it to design and interpret tests comparing transaction duration, contention, retries, and performance between multi-statement and single-statement workflows.
Why use it?
It helps identify whether transaction structure is causing extra waiting, conflicts, or retries under load.

Skill for Claude CodeCodex

Written for no agent in particular: nothing here depends on one. Also seen: positional $N argument.

Good fit Use it to design and interpret tests comparing transaction duration, contention, retries, and performance between multi-statement and single-statement workflows.

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Install with agentmods
npx agentmods add skills/cockroachlabs/cockroachdb-skills/benchmarking-transaction-patterns
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.

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

Made for: Claude Code, Codex.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for benchmarking-transaction-patterns

README.md
[![agentmods](https://agentmods.dev/badge/skills/cockroachlabs/cockroachdb-skills/benchmarking-transaction-patterns.svg)](https://agentmods.dev/skills/cockroachlabs/cockroachdb-skills/benchmarking-transaction-patterns)
Your own site
<a href="https://agentmods.dev/skills/cockroachlabs/cockroachdb-skills/benchmarking-transaction-patterns"><img src="https://agentmods.dev/badge/skills/cockroachlabs/cockroachdb-skills/benchmarking-transaction-patterns.svg" alt="Measured on agentmods" height="20"></a>
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. A grade says what 26 rules found in the file — not that it is safe.
Origin original No closer match found 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 5.1 $0.00073 $0.02399
Opus 5 $0.00036 $0.01200
Sonnet 5 $0.00015 $0.00480
Haiku 4.5 $0.00007 $0.00240

Measured 8d ago against content hash 3a65c731c1e4, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-08, 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 8d ago.

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

Copies of this mod

2 near-identical copies found in the catalogue:

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. 8d ago 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 cockroachlabs/cockroachdb-skills (21 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. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.

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