# Real-time analytics at scale: Redpanda and Snowflake Streaming

DevFeed: [Real-time analytics at scale: Redpanda and Snowflake Streaming](<https://devfeed.tech/articles/real-time-analytics-at-scale-redpanda-and-snowflake-streaming-12731.md>)

Original publisher: [Read original article](<https://www.redpanda.com/blog/real-time-analytics-snowflake-streaming>)

Author: Ben Barkhouse

Published: 2025-10-02T00:00:00Z

Content type: article

Language: en

Sources: [Redpanda](<https://devfeed.tech/sources/redpanda.md>)

Topics: [Streaming](<https://devfeed.tech/topics/streaming.md>), [benchmarking](<https://devfeed.tech/topics/benchmarking.md>), [real-time](<https://devfeed.tech/topics/real-time.md>), [Latency](<https://devfeed.tech/topics/latency.md>), [Low Latency](<https://devfeed.tech/topics/low-latency.md>), [Amazon EC2](<https://devfeed.tech/topics/amazon-ec2.md>), [Amazon Web Services](<https://devfeed.tech/topics/aws.md>), [data](<https://devfeed.tech/topics/data.md>), [schema-evolution](<https://devfeed.tech/topics/schema-evolution.md>), [Terraform](<https://devfeed.tech/topics/terraform.md>), [Ansible](<https://devfeed.tech/topics/ansible.md>), [datasets](<https://devfeed.tech/topics/datasets.md>)

Tags: [analytics](<https://devfeed.tech/tags/analytics.md>), [ansible](<https://devfeed.tech/tags/ansible.md>), [aws](<https://devfeed.tech/tags/aws.md>), [benchmark](<https://devfeed.tech/tags/benchmark.md>), [benchmarks](<https://devfeed.tech/tags/benchmarks.md>), [deployment](<https://devfeed.tech/tags/deployment.md>), [latency](<https://devfeed.tech/tags/latency.md>), [low-latency](<https://devfeed.tech/tags/low-latency.md>), [pipelines](<https://devfeed.tech/tags/pipelines.md>), [real-time](<https://devfeed.tech/tags/real-time.md>), [schema-evolution](<https://devfeed.tech/tags/schema-evolution.md>), [streaming](<https://devfeed.tech/tags/streaming.md>), [terraform](<https://devfeed.tech/tags/terraform.md>)

## AI overview

This article benchmarks a Redpanda and Snowflake streaming pipeline for near-real-time analytics on equity market data. It describes the AWS-based architecture, automated deployment with Terraform and Ansible, Redpanda Connect connectors, schema evolution, parallel processing, batching, exactly-once delivery, and a high-volume workload containing 3.8 billion AVRO-encoded messages.

## Source excerpt

Turn streaming data into insights faster. Learn how Redpanda Connect delivers high-volume, low-latency pipelines directly into Snowflake tables.