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Ingest at Scale, Securely — Azure Monitor pipeline Is Now Generally Available

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XemaPathak
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Apr 21, 2026

Today, we're thrilled to announce the general availability of Azure Monitor pipeline — a telemetry pipeline built for secure, high-scale ingestion across any environment. But the best way to understand what makes it powerful isn't to start with features. It's to start with the problems that kept showing up, over and over, in our conversations with customers. So, let's dig in...

Chances are, this sounds a lot like your environment

Imagine a large enterprise rolling out Microsoft Sentinel as their SIEM.

They have sites across regions, a mix of on‑premises and cloud environments, and security telemetry streaming in from firewalls, network devices, and Linux servers—100,000 to 1 million events per second in some locations. Traditional forwarders buckle under the load, drop events during network blips, and ship everything – signal and noise – straight into Sentinel. The result: skyrocketing ingestion costs, degraded detections, and a brittle forwarding infrastructure that demands constant babysitting. 

If you're managing environments like these, these questions are probably top of mind:

  • How do I securely ingest telemetry—without opening hundreds of risky endpoints?
  • How do I reduce ingestion costs when telemetry spikes across thousands of sources simultaneously?
  • How do I centrally standardize logs across sites and device types before they ever reach Azure?
  • What happens to telemetry from an entire location when connectivity drops?
  • And how do I do all of this consistently, at massive scale, and centrally across environments instead of configuring each host individually?

These aren't edge cases. For many teams, getting data into the system itself is the hardest part of observability —and by the time telemetry reaches Azure Monitor or Sentinel, it's already too late to fix these problems.

Customers need control before the data hits the cloud.

What is Azure Monitor pipeline (and why it’s different)?

Azure Monitor pipeline provides a centralized control point for telemetry ingestion and transformation, designed specifically for secure, highthroughput, enterprisescale scenarios. It's built on open-source technologies from the OpenTelemetry ecosystem and includes the components needed to receive telemetry from local clients, process that telemetry, and forward it to Azure Monitor.

It’s not another agent. And NO, you do not need to install it on all the resources…

Agents such as Azure Monitor agent are great for collecting telemetry from individual machines and services. Azure Monitor pipeline solves a different problem:

“How do I ingest telemetry from across my environment through a centralized pipeline – instead of configuring each host – while maintaining control over reliability, security, and ingestion cost?”

With Azure Monitor pipeline control, you can:

  • Ensure logs land directly in Azure‑native schemas – automatic schematization into tables such as Syslog and CommonSecurityLog
  • Prevent data loss during intermittent connectivity across sites – local buffering in persistent storage with automated backfill
  • Reduce ingestion costs before data reaches the cloud – centralized filtering, aggregation, and transformation
  • Ingest telemetry at sustained high volumes in the range of hundreds and thousands of events per second – horizontally scalable pipeline architecture
  • Secure telemetry ingestion without managing certificates on each host individually – centralized TLS/mTLS with automated certificate provisioning and zero‑downtime rotation
  • Maintain visibility into ingestion infrastructure health – pipeline performance and health monitoring
  • Plan deployments confidently at large scale – infrastructure sizing guidance for expected telemetry volume

 

And all of this is fully supported and productionready in GA. Learn more.

 

 

So, let's talk a little bit about these in detail!

Tired of broken detections because logs don't match your table schema? - Automatic schematization (a customer favorite!)

A consistent theme from preview customers was how painful it is to deal with log formats.

Azure Monitor pipeline is the only solution that automatically shapes and schematizes data, so it lands directly in standard Azure tables such as Syslog and CommonSecurityLog. Learn more.

That means:

  • No custom parsing pipelines downstream
  • No broken detections due to schema drift
  • Faster time to value for security teams

This happens before data reaches the cloud – right where it matters most.

What happens to my telemetry when the network goes down? - Local buffering in persistent storage and automated backfill

Networks fail. Maintenance happens. Sites go offline.

Azure Monitor pipeline is built for this reality. It buffers telemetry locally in your configured persistent storage during network interruptions and automatically backfills data when connectivity is restored. Learn more.

The result:

  • No gaps in security visibility
  • No manual replays
  • Confidence that critical telemetry isn’t lost

How do I reduce ingestion costs without sacrificing signal quality? - Filter and aggregate at the edge

Nobody likes to pay for the data that they do not need...

With Azure Monitor pipeline, customers can filter, aggregate, and shape the telemetry at the edge, sending only high‑value data to Azure. Learn more.

This helps teams:

  • Reduce ingestion costs
  • Improve detection quality
  • Keep cloud analytics focused on signal, not volume

Cost optimization and signal quality are no longer trade‑offs – you get both.

How do I keep up when telemetry volumes spike to hundreds of thousands of events per second? - Scaling

One of the biggest pain points we hear is scale.

Azure Monitor pipeline is designed for sustained high throughput ingestion, scaling horizontally and vertically to handle hundreds of thousands to millions of events per second. Learn more.

This isn’t about theoretical limits; it’s about handling the real-world extremes that break traditional forwarders.

How do I send telemetry in a secure manner? - Secure ingestion with TLS and mTLS

Security teams consistently tell us that plain TCP ingestion just isn’t acceptable – especially in regulated environments.

Azure Monitor pipeline addresses this head‑on by providing TLSsecured ingestion endpoints with mutual authentication, ensuring telemetry is encrypted in transit and accepted only from trusted sources. Learn more.

The result:

  • Secure ingestion at the boundary by encrypting data in transit using TLS with automated certificate provisioning and zero downtime rotation.
  • Clients and Azure Monitor pipeline endpoints both validate each other before ingestion by enabling mutual authentication with mTLS, and it’s easy to set it up with our default experience.
  • Do you have your own PKI and certificate management systems? - Feel free to bring your own certificates to enable secure ingestion.

If the pipeline is this critical — how do I know it's healthy?

One thing we heard loud and clear during preview:

“If this pipeline is critical, I need to see how it’s doing.”

Azure Monitor pipeline now exposes health and performance signals, so it’s no longer a black box. Learn more.

Customers can answer questions like:

  • Is my pipeline receiving, processing, and sending telemetry?
  • What’s the CPU and memory usage of each pipeline instance?
  • Why is a pipeline unhealthy—or down?

Observability for observability felt like the right bar to meet.

How do I plan infrastructure without over- or under-provisioning?

Planning pipeline infrastructure shouldn't be a guessing game – and we heard this loud and clear during preview.

GA includes clear sizing guidance to help you plan the right infrastructure based on your expected telemetry volume and workload characteristics. Not rigid formulas, but practical starting points that give you a confident baseline so you can design intentionally, deploy faster, and avoid costly over- or under-provisioning. Learn more.

Alright, these are a bunch of exciting features. How much do I need to pay for them?

Azure Monitor pipeline is included at no additional cost for ingesting telemetry into Azure Monitor and Microsoft Sentinel.

With general availability, Azure Monitor pipeline is production-ready so you can run the most demanding ingestion scenarios with confidence. If you’re already using it in preview, welcome to GA. If you’re just getting started, there’s never been a better time to dive in.

As always, your feedback is what drives this forward. Drop a comment below, reach out directly, or share what you're building. We'd love to hear from you. 

Updated Apr 21, 2026
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