---
title: "Data pipelines | AI-powered data pipeline management"
page_name: "Data pipelines"
type: "page"
slug: "data-pipelines"
published_at: "2026-09-21"
modified_at: "2026-10-29"
url: "https://www.sumologic.com/solutions/data-pipelines"
canonical: "https://www.sumologic.com/solutions/data-pipelines"
markdown_url: "https://www.sumologic.com/solutions/data-pipelines.md"
lang: "en"
excerpt: "Preview, filter, and route your telemetry before it costs you. See how Sumo Logic's AI-assisted data pipelines put you in control of every byte."
---

**DATA PIPELINES**

# Tame the data chaos

AI is multiplying the telemetry your systems produce, and most of it never gets used. Preview your pipelines in real time, filter out noise, and route what matters. AI handles the sorting; you decide what’s worth storing before you pay to keep it.

[Schedule a demo](https://www.sumologic.com/request-demo)

 Take a tour 

Take control

Proactive

Clear visibility

AI recommendations

Automated rules

Why Sumo Logic

FAQ

## Take control of your telemetry before it hits storage

Data Pipelines brings real-time optimization and AI assistance upstream, allowing you to eliminate noise, automate pipeline rules, and cut costs without adding separate tools or agents.

## Proactive control that preserves the signals that matter

See your data before it lands in storage. Preview your pipelines in real time, filter out noise, and route telemetry to lower-cost tiers or external destinations.

## Clear visibility into pipeline health and cost savings

Monitor pipeline status, track ingest volume by telemetry type, and instantly quantify cost savings from reduced storage impact.

## AI-guided recommendations with human-in-the-loop control

Uncover signal in the noise without spending hours analyzing raw telemetry. The intelligent pipeline assistant analyzes ingest patterns, flags anomalies, and recommends optimal routing, transformation, and drop rules while keeping you in full control.

## Automated rule generation and anomaly detection

Eliminate tedious, manual configuration. AI automatically drafts the pipeline rules, detects format shifts in real time, and dynamically handles edge cases so your team can focus on higher-value work.

Why Sumo Logic

## Built for the volume AI is creating

Most tools start with an interface and a model, leaving the data burden on your team. Sumo Logic starts with the data–built on fifteen years of managing telemetry at exabyte scale, processing nearly seven exabytes every day.

### Control costs upstream

Decide what data matters before it adds to your ingestion bill.

### Close visibility gaps

Ingest high-value telemetry you previously couldn’t afford, ensuring your AI agents have complete signal coverage.

### Prove pipeline ROI instantly

Track pipeline health, ingest volumes, and storage savings in a single view.

### Maintain total governance

Leverage AI recommendations to shape data while keeping human approval at every step.

### Reclaim engineering hours

Eliminate manual rule-writing and let AI continuously adapt to schema and format shifts.

## Additional resources

[podcast

### What is data pipeline management, and why does it matter for security?

Watch podcast](https://www.sumologic.com/guides/agentic-ai-log-analytics)[BLOG

### Tame the data chaos with Sumo Logic’s Data Pipelines

Read blog](https://www.sumologic.com/blog/intelligent-data-pipelines-telemetry-management)[PODCAST

### Deterministic by design: Why AI doesn’t get to freestyle your pipeline

Watch podcast](https://sumo-logic.wistia.com/s/lzl2qs8igj0rlog)

## FAQ
Still have questions?

[Get a demo](https://www.sumologic.com/request-demo)

 Does this replace the collectors and agents I already run?+No. The OpenTelemetry-native management layer works with your existing collectors and gives you one place to configure and deploy them, so you don’t add another agent to maintain.

 Where can I route data?+At present, into Sumo Logic and AWS. We are building out the product to be platform neutral.

 Does AI make routing decisions on its own?+AI recommends what to route, transform, or drop, and flags anomalies as they happen. You approve the changes — a human stays on the loop for every decision.

 Do I need to migrate my existing pipelines?+No migration required to start. You can preview and adjust pipelines you already have running today.

 

## Ready to see how Data Pipelines can help you manage your data?

Experience how Sumo Logic helps you filter out noise and route what matters.

[Schedule a demo](https://www.sumologic.com/request-demo)

[AI Instructions](https://www.sumologic.com/ai-instructions.md)