# How Rapidflare built a million+ document ingestion pipeline for Agents on Temporal

DevFeed: [How Rapidflare built a million+ document ingestion pipeline for Agents on Temporal](<https://devfeed.tech/articles/how-rapidflare-built-a-million-document-ingestion-pipeline-for-agents-on-temporal-35861.md>)

Original publisher: [Read original article](<https://temporal.io/blog/how-rapidflare-built-a-million-document-ingestion-pipeline-for-agents-on-temporal>)

Author: Vasanth Asokan

Published: 2026-07-08T00:00:00Z

Content type: article

Language: en

Sources: [Temporal Blog](<https://devfeed.tech/sources/temporal-blog.md>)

Topics: [Agent Harness](<https://devfeed.tech/topics/agent-harness.md>), [Documentation](<https://devfeed.tech/topics/documentation.md>), [reliability](<https://devfeed.tech/topics/reliability.md>), [data](<https://devfeed.tech/topics/data.md>), [Graphs](<https://devfeed.tech/topics/graphs.md>)

Tags: [agent-harness](<https://devfeed.tech/tags/agent-harness.md>), [agents](<https://devfeed.tech/tags/agents.md>), [community](<https://devfeed.tech/tags/community.md>), [knowledge-graph](<https://devfeed.tech/tags/knowledge-graph.md>), [pipeline](<https://devfeed.tech/tags/pipeline.md>), [pipelines](<https://devfeed.tech/tags/pipelines.md>), [reliability](<https://devfeed.tech/tags/reliability.md>), [scale](<https://devfeed.tech/tags/scale.md>), [technical](<https://devfeed.tech/tags/technical.md>)

## AI overview

Rapidflare explains how it uses Temporal to build durable, observable document-ingestion pipelines for technical sales agents processing knowledge bases at million-document scale. The article describes the need to ingest and pre-structure extensive technical literature into proprietary knowledge-graph formats, while preserving completeness and reliability.

## Source excerpt

Rapidflare explains how it uses Temporal to run durable, observable document ingestion pipelines for technical sales Agents at million-document scale.