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A recent comparison of the seven leading Security Data Pipeline Platforms does a reasonable job of mapping the consolidation wave — three acquisitions, $3.8 billion, twelve months. But it leaves out two criteria that change the answer for most enterprise security teams evaluating this category in 2026-2027.

Gartner's Hype Cycle for Security Operations 2026 did something I didn't expect: it removed the standalone security data pipeline from security operations. And added a new category: Security Data Lakes. That's not a coincidence. It's a market shift.

How Federal Agencies can meet the requirements of the OMB M-26-14 logging mandate, and how Axoflow can help them to get there fast and in a cost-effective way

Most enterprise security data was never designed to be machine-readable in the way that AI-driven platforms require. It was designed to be ingested into a SIEM and queried by analysts who knew how to navigate its quirks. That worked well enough in a world where humans were doing the reasoning. In an AI-native SOC, those quirks become critical defects.

Discover how Axoflow's security data pipeline solves the "Getting Data In" problem for Cortex XSIAM — automating LEEF formatting, XDM normalization, and user rule creation so your security data lands clean, structured, and ready to act on.

Schema drift in firewall, and other logs break parsers silently, creating detection gaps. Learn how pipeline-layer validation catches drift before your SIEM does.

Struggling with pipeline sprawl? Discover how Axoflow brings visibility, control, and consolidation to complex data pipelines—without risky rip-and-replace.

Monolithic SIEMs are failing under cloud scale and rising data costs. Discover why decoupled security architectures and data pipelines are replacing ingest-everything models, improving visibility, reducing noise, enabling AI-driven detection, for SOC use.

A government organization reduced infrastructure by 85% and cut log volume by 40% using Axoflow’s security data pipeline management platform during its Google SecOps migration.

syslog-ng earned its reputation as a trusted tool, and for many teams, it was the right choice for years. But the demands on log pipelines today require more than stability alone: modern log infrastructure needs to evolve.

Sending indexed fields can make your Splunk instance run far more efficiently. This post shows how easily you can send payload- and externally-derived metadata to Splunk with Axoflow.

Gain strategic control with the Axoflow autonomous data layer. Leverage Axolake, AxoStore, and Axoflow Locker for automated curation, cost reduction, and compliance.

Security Data Pipeline report highlights the importance of pipelines that deliver cost efficiency, improved data quality, faster investigations, cleaner enrichment, better telemetry reliability for your SOC teams.

Learn how a leading U.S. healthcare company used Axoflow to gain log observability, improve syslog-ng monitoring, and cut data costs by 30% in days.

Discover Axoflow’s storage solutions for the Security Data Layer. From edge storage and cost-efficient data lakes to stream processing and air-gapped deployments, learn how Axoflow powers scalable, flexible, and reliable security data pipelines.

Learn how to optimize firewall logs before they hit your SIEM using Axoflow's AxoRouter—improve data quality, reduce ingestion costs, and eliminate noisy, unstructured messages.

Redundant log delivery is the hidden cost of redundancy in security pipelines. Learn how to identify and prevent it before it distorts analytics and increases your SIEM bill.

AxoSyslog, our syslog-ng™ fork, simplifies its licensing by adopting a single, clear open source license: GNU General Public License version 3 or later (GPL-3.0-or-later)

Discover how Axoflow natively integrates with Google Security Operations (SecOps) and Cloud services like GKE, Pub/Sub, BigQuery, and Private Service Connect to streamline and secure your security data pipelines.

Activity report of the first year of AxoSyslog, our drop-in syslog-ng fork.

See how you can be a hero by connecting machines and logging data to your analytics tool of choice in 12 minutes or less using the Axoflow Platform.

Optimize SIEM data ingestion with automated classification. Improve accuracy, reduce costs, and eliminate log chaos. Learn how Axoflow can help!

Many things can go wrong in data ingestion; chances are high that data is ingested incorrectly, causing security operations and forensics investigations to miss these events. Most organizations don’t have monitoring and controls to notice if something changes or goes wrong. Axoflow helps you avoid these problems by automatically detecting and handling multiple protocols and message formats and by alerting you on problems that it cannot handle automatically.

How do you use AxoRouter as a Windows Event Collector (WEC) server to collect Windows Event Logs and forward them to your SIEM.

Discover how high-quality security data can dramatically cut SIEM costs, improve detection accuracy, and enhance SOC efficiency. Learn real-world strategies and a customer success story that saved 50% on SIEM spend.

How to upgrade your syslog-ng installation to AxoSyslog in minutes, without any configuration changes

How to configure OpenTelemetry Collector to collect Windows Event Logs and forward them to an AxoRouter aggregator via OTLP.

Axoflow will use its $7 million seed funding to make security data easy-to-handle everywhere: during collection, routing, and in the SIEM.

Top 4 tricks to get started with reducing security data volume

Building a community is no small feat, and I’m grateful to have incredible colleagues in the Axoflow Team. Here is a quick recap about what we do together when we're not working.

Learn how security data pipeline management tools like Axoflow improve data quality, cut SIEM costs, and boost security team efficiency.

Activity report of the first six months of AxoSyslog, the binary-compatible syslog-ng fork.

Discover the flexible deployment modes of Axoflow, and learn how you can streamline SIEM data management, reduce costs by 50%, and improve data quality.

Our automated data engine solves syslog issues: fixes, optimizes, and structures security logs before they reach your SIEM, improving performance and accuracy

Collecting data reliably is one thing—understanding their origin is another challenge. Without reliable host attribution, vital context is lost, leaving security teams blind in critical moments. Axoflow's built-in inventory solution enriches your security data with critical metadata (like the origin host) so you can pinpoint the exact source of every data entry, enabling precise routing and more informed security decisions.

FilterX makes filtering and modifying log messages easier and faster. It supports even the most complex log formats, including deeply nested JSON objects and OpenTelemetry logs. FilterX is a replacement for syslog-ng filter statements, parsers, and rewrite rules.

Discover how AxoSyslog enhances log management by automatically detecting and tagging formatting errors in syslog messages. Improve data quality, reduce false positives, and streamline your security operations with Axoflow!

Watch how to use log tapping to detect rogue devices, investigate parsing errors, and find out what’s wrong with the syslog messages your devices are sending.

Most network appliances send improperly formatted log messages. AxoRouter automatically identifies your log sources, and fixes common errors in the incoming data, correcting missing hostnames, invalid timestamps, formatting errors, and so on. Don't spend time creating and maintaining rules or trying to fix processing bottlenecks.

Log tapping samples the log flow of your security data pipeline on demand. You can use labels to filter for specific messages and tap only those messages. You can investigate problematic events with a few clicks.

AxoSyslog is now a real fork of syslog-ng™. This blog post shows our plans going forward. TL;DR: AxoSyslog remains open source, uses the same license as syslog-ng™, and we continue to maintain it and add new features in the AxoSyslog repository.

Meet us at KubeCon Europe 2024 in Paris at Booth L36!