clickhouse-kafka-validation
Implement defense-in-depth validation patterns for ClickHouse + Kafka data pipelines. Covers producer validation (msgspec schemas), consumer validation (anti-corruption layers), ClickHouse error streaming (kafka_handle_error_mode='stream'), idempotency with ReplacingMergeTree, schema evolution, and monitoring. Use when implementing data pipelines, handling Kafka errors, setting up validation layers, managing duplicates/idempotency, or monitoring Kafka consumption.
Installation
Follow the repository instructions for this skill and your agent. Review the files and dependencies before adding it to your workflow.
View source ↗GuidesSkill instructions
Features and purpose
Implement defense-in-depth validation patterns for ClickHouse + Kafka data pipelines. Covers producer validation (msgspec schemas), consumer validation (anti-corruption layers), ClickHouse error streaming (kafka_handle_error_mode='stream'), idempotency with ReplacingMergeTree, schema evolution, and monitoring. Use when implementing data pipelines, handling Kafka errors, setting up validation layers, managing duplicates/idempotency, or monitoring Kafka consumption.
Quick start
Follow the repository instructions for this skill and your agent. Review the files and dependencies before adding it to your workflow.
Guides ↗Examples
Read the usage examples in the source repository.
View source ↗Source history
- Indexed on
- 2026-01-21
- Index updated
- 2026-01-23
- Branch
- main
Index and sync dates describe this directory. View the source repository for code history.
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