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- nested SKILL.md in sn-da-* renamed SUBSKILL.md (no phantom skills)
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2026-09-15 13:37:20 +08:00

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ClickHouse Architecture Advisor

Version 0.1.0
ClickHouse Inc
April 2026
ClickHouse 24.1+

Abstract

This skill complements clickhouse-best-practices by adding a workload-aware architecture layer for ClickHouse. It is optimized for advisory, workshop, and system design workflows where a user needs more than a rule check. It provides decision frameworks for ingestion strategy, time-series partitioning, enrichment paths, late-arriving data, and real-time pre-aggregation.

Core principle

Official documentation is the source of truth. Every recommendation must be labeled as:

official
derived
field

Decision areas

1. Ingestion strategy

Use when deciding between:

direct inserts
async inserts
Kafka engine + MV
upstream buffering

2. Time-series partitioning

Use when deciding:

whether to partition
partition granularity
how retention and TTL affect design
how to avoid excessive partition counts

3. Enrichment path selection

Use when deciding between:

runtime JOINs
dictionaries
denormalization
materialized enrichment

4. Late-arriving data and mutable state

Use when reasoning about:

immutable append-only events
latest-state queries
replacing or collapsing semantics
whether frequent mutations should be avoided

5. Real-time pre-aggregation

Use when deciding:

raw-only design
incremental materialized views
refreshable MVs
rollup tables

Output standard

A valid architecture response should include:

workload summary
key decisions
recommendations with provenance labels
suggested target architecture
example DDL or SQL
validation approach

Required recommendation schema

See schemas/recommendation_schema.yaml.

Rule index

decision-ingestion-strategy
decision-partitioning-timeseries
decision-join-enrichment
decision-late-arriving-upserts
decision-real-time-preaggregation

Implementation notes

This skill is intentionally narrow:

it does not replace low-level rule enforcement
it does not make commercial recommendations
it does not claim field heuristics are official policy

Its purpose is to translate documented ClickHouse capabilities into workload-specific architecture decisions.

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