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title: Snowflake OpenFlow: How To Create Custom Processors
description: Building custom processors for Snowflake OpenFlow (NiFi-based) requires handling authentication, pagination, incremental sync, and rate limiting...
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# Snowflake OpenFlow: How To Create Custom Processors

**[Snowflake Community](https://daily.dev/sources/snowflake_comm)** · 15 min read · 0 upvotes · 0 comments

## Summary

Building custom processors for Snowflake OpenFlow (NiFi-based) requires handling authentication, pagination, incremental sync, and rate limiting systematically. The guide walks through creating a ContactsPlusSource processor that polls REST APIs with OAuth 2.0, cursor pagination, watermark-based incremental sync, and retry logic. Key principles include computing watermarks from record timestamps (not current time), implementing a single request wrapper with exponential backoff, adding safety caps to prevent infinite loops, and persisting state only after successful emission. The article covers the complete lifecycle from API research through packaging as NAR files, with emphasis on production reliability over quick scripts.

## Full article

daily.dev links to this article rather than hosting it. Read it at the original source: <https://medium.com/snowflake/snowflake-openflow-how-to-create-custom-processors-4b15f4447685>

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---

Tags: [#python](https://daily.dev/tags/python), [#rest-api](https://daily.dev/tags/rest-api), [#data-engineering](https://daily.dev/tags/data-engineering), [#snowflake](https://daily.dev/tags/snowflake), [#etl](https://daily.dev/tags/etl)

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